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Drag to adjust the number of frozen columns
Title
Topic
Link
Type
Platform
Date Added
Description
The Manga Guide to Statistics
Statistics
https://nostarch.com/download/mg_statistics_dtoc.pdf
6/19/2018
The Manga Guide of Statistics is a fun book for anyone who wants to learn statistics. Why not in a smooth way? Check out some reviews: https://www.amazon.com/Manga-Guide-Statistics-Shin-Takahashi/product-reviews/1593271891 The autor has written other titles as The Manga Guide to Regression Analysis, Databases, Calculus, Linear Algebra. You can see about the books here: https://www.goodreads.com/series/192558-manga-guides
statistic and SQL in Arabic
Statistics
SQL
https://drive.google.com/drive/shared-with-me
6/25/2018
this files from Mohamed Lotfy It a good and quickly reference to review
Python Practice Exercises
Statistics
https://www.practicepython.org/
6/28/2018
Great exercises to get users using some very relevant functions.
Python code structuring
Python
http://docs.python-guide.org/en/latest/writing/structure/
6/27/2018
Practical Guide on Data Preprocessing in Python using Scikit Learn
Data Science
Python
ML/AI
Statistics
https://www.analyticsvidhya.com/blog/2016/07/practical-guide-data-preprocessing-python-scikit-learn/
6/21/2018
This resource provide data preprocessing techniques with Sklearn module of Python for data transformation. Transforming categorical variables are required most of the time when running machine learning models for your analysis.
NumPy Tutorial
Python
https://www.tutorialspoint.com/numpy/index.htm
6/26/2018
This tutorial has been prepared for those who want to learn about the basics and various functions of NumPy. It is specifically useful for algorithm developers.
Newsletter Algorithmenethik
Computer Science
Data Science
ML/AI
Statistics
http://www.bertelsmann-stiftung.de/nc/de/system/newsletter/anmeldung/
6/21/2018
The Bertelsmann-Stiftung offers various Newsletters with very interesting articles round about Data Science. I especially like the Algorithmenethik Newsletter!
Microsoft Research Open Data
Big Data
Data Science
https://msropendata.com/
6/23/2018
Access to massive datasets that we can download and use for FREE
Highline College Excel 2016 Class; Busn 218, Spreadsheet Construction: Comprehensive Excel Class: Effective & Efficient Calculations & Data Analysis
Data Visualization
Career
Data Science
Coding
https://people.highline.edu/mgirvin/allclasses/218_2016/218excel2016.htm
6/21/2018
Great college Excel course that includes data modelling, Power Query and Power Pivot. You don't have to register and the videos are online with templates and syllabus.
FutureLearn: Scratch to Python: Moving from Block- to Text-based Programming
Coding
Python
https://www.futurelearn.com/courses/block-to-text-based-programming#section-overview
6/25/2018
Future Learn: Learn how to apply the thinking and programming skills you've learnt in Scratch to text-based programming languages like Python.
FutureLearn: Learn to code in Python and analyse real, open data
Coding
Python
https://www.futurelearn.com/courses/learn-to-code#section-overview
6/25/2018
FutureLearn: Learn to code in Python using Jupyter Notebook. Use your new programming skills to analyse and visualise open data.
DataCamp: ressources on R, Python, Machine Learning (and pandas, in particular)
Pandas
R
Python
https://www.datacamp.com/community/tutorials
6/25/2018
On top of the resources (cheat-sheets, articles), you can subscribe to their channel on Youtube. The tutorials on Youtube are really nicely done.
Data Cleaning Challenge - Kaggle
Python
Pandas
https://www.kaggle.com/rtatman/data-cleaning-challenge-handling-missing-values
6/23/2018
Five day Data Cleaning Challenge on Kaggle.
Applied Data Science with Python Specialization
Python
Data Science
https://www.coursera.org/specializations/data-science-python
6/23/2018
The 5 courses in this University of Michigan specialization introduce learners to data science through the python programming language.Introduction to Data Science in Python (course 1), Applied Plotting, Charting & Data Representation in Python (course 2), and Applied Machine Learning in Python (course 3) should be taken in order and prior to any other course in the specialization. After completing those, courses 4 and 5 can be taken in any order. All 5 are required to earn a certificate.
All about python and Python related course
Python
https://python-course.eu/index.php
6/18/2018
Gives good insight into each topic. The course advances to next levels. We can get all Python related topic at 1 place.i.e, NumPy, machine learning
A Comprehensive Guide to Ensemble Learning (with Python codes)
Python
ML/AI
Data Science
https://www.analyticsvidhya.com/blog/2018/06/comprehensive-guide-for-ensemble-models/
6/21/2018
This document or web page will provide a comprehensive hands on learning experience on Random Forest Classifiers with Python. It explains the concept with showcases and plus code is available for you to play with...
A Complete Tutorial to Learn Data Science with Python from Scratch
Python
https://www.analyticsvidhya.com/blog/2016/01/complete-tutorial-learn-data-science-python-scratch-2/
6/27/2018
Z Score to Percentile Calculator
Data Science
Udacity
Statistics
https://measuringu.com/pcalcz/
Tool
7/16/2018
This tool is good for converting a Z-score to percentile. I advise this to use it once you are sure how to use the Z-score table, or to check whether you calculated the right proportion or not. (Percentile needs to be converted to proportion, but I think it shouldn't be an issue :)) NOTE: set the calculator to "One-sided" when you convert the Z-score
Vega - A Visualization Grammar
Data Visualization
https://vega.github.io/vega/
Tool
6/25/2018
It's a simple tool to visualize data, and it look's amazing. Working with the tool is very simple.
Udacity Data Science Interview Prep
Interview Prep
https://de.udacity.com/course/data-science-interview-prep--ud944
Tool
6/15/2018
Udacity course that reviews common questions asked in data science, data analyst, and machine learning interviews.
Top 15 Python Libraries for Data Science in 2017
Data Science
Python
Pandas
https://activewizards.com/blog/top-15-libraries-for-data-science-in-python/
Tool
7/2/2018
The most advantage Python libraries for Data Sciences.
The Data Visualization Catalogue
Data Science
https://datavizcatalogue.com/index.html
Tool
7/9/2018
For those are looking a good way to show results, this is a kindly resource to helps you take better decisions to create graphs. With different others tools to create graphs in several languages and packages.
Tensor Flow
ML/AI
https://medium.com/tensorflow/predicting-the-price-of-wine-with-the-keras-functional-api-and-tensorflow-a95d1c2c1b03
Tool
6/20/2018
Study Group Submission Form
Udacity
https://docs.google.com/forms/d/e/1FAIpQLSeI808rfwlVy16VDpcJjQHiWkZYp67c81NErTip98pr8Bq_tw/viewform
Tool
6/1/2018
Creating a study group or hosting an event? Fill out this form with the details so that your participation is visible to our Community Managers
Statistics Dictionary
Statistics
http://stattrek.com/statistics/dictionary.aspx
Tool
6/13/2018
Stack Guide
Udacity
https://bertelsmanndataschol.slack.com/files/UAM2PGU9E/FAX8575SQ/how_to_slack.pdf
Tool
6/13/2018
PDF of tips and tricks that for using Slack
Seeing theory - stats visualizations
Statistics
https://students.brown.edu/seeing-theory/
Tool
6/20/2018
It shows many stats and probability concepts in an intuitive and interactive way.
Rosetta Code
Computer Science
Coding
http://rosettacode.org/wiki/Rosetta_Code
Tool
7/29/2018
A website comparing programming languages. From the main page: Rosetta Code is a programming chrestomathy site. The idea is to present solutions to the same task in as many different languages as possible, to demonstrate how languages are similar and different, and to aid a person with a grounding in one approach to a problem in learning another. Rosetta Code currently has 882 tasks, 226 draft tasks, and is aware of 699 languages, though we do not (and cannot) have solutions to every task in ev
Real time data
Big Data
http://www.worldometers.info/
Tool
6/18/2018
Quandl
Data Science
https://www.quandl.com
Tool
7/21/2018
This website contains a huge resource of data sets
Python for business analysis Tutorial
Python
https://community.modeanalytics.com/python/
Tool
7/11/2018
Learn Python for business analysis using real-world data. No coding experience necessary.
Python coding By CodingGames
Coding
Python
https://www.codingame.com
Tool
6/19/2018
This will help in incrasing your python coding skills
Program Home Page
Udacity
https://sites.google.com/udacity.com/bertelsmanndatascholarship/home
Tool
5/8/2018
Anything and everything you need to know about the Bertelsmann Udacity Data Science Scholarship
Program Calendar
Udacity
https://sites.google.com/udacity.com/bertelsmanndatascholarship/calendar
Tool
6/15/2018
Official Bertelsmann-Udacity Program Calendar
Online Statistics Education: An Interactive Multimedia Course of Study
Statistics
http://onlinestatbook.com/
Tool
6/21/2018
Visually see descriptive statistics
Online SQL Visualizer
SQL
http://elentok.com/sql/
Tool
7/10/2018
This tool converts SQL (Structured Query Language) code to an interactive, outlined, clean and easy-to-read format. I use it mainly for analyzing large SQL queries when debugging.
Mr.
https://www.youtube.com/user/ExcelIsFun/featured
Tool
6/22/2018
Microsoft Azure Machine Learning Studio
Computer Science
Data Science
R
Big Data
ML/AI
Python
Coding
https://azure.microsoft.com/en-us/services/machine-learning-studio/
Tool
6/19/2018
This is a great tool for developing Machine Learning/Artifical Intelligence Programms. Easy to handle via drag and drop. The tutorials from Microsoft give a good introduction to the programm. There are also R and Phyton modules included for developing own code.
Merging CSV files in Python
Pandas
Tableau
Python
https://stackoverflow.com/questions/48501791/how-to-join-two-csv-files-in-python-on-a-common-column
Tool
7/18/2018
This really helped me get started with Python.
Learn Python - Free Interactive Python Tutorial
Python
http://www.learnpython.org/
Tool
6/17/2018
Learn Google Sheets
General
https://gsuite.google.com/learning-center/products/sheets/#!/start-here
Tool
7/13/2018
This help you to Learn the Google Sheets
iNZight
Data Visualization
https://www.stat.auckland.ac.nz/~wild/iNZight/
Tool
6/20/2018
Easily create data visualizations with the downloadable desktop app or on your web browser
Google Tutorial on Machine Learning
ML/AI
Deep Learning
https://www.datasciencecentral.com/profiles/blogs/google-tutorial-on-machine-learning
Tool
6/29/2018
Tutorial about learning machine by Jason Mayes (Google's Senior). The blog showed the first slides content, you can access full tutorial by a link at the bottom of the article.
Google Data Studio
Data Visualization
https://www.google.com/analytics/data-studio/
Tool
7/14/2018
Free data visualization tool - connect to various data sources and create and share beautiful visualizations and interactive dashboards. Free alternative to Tableau
From Data to Viz - Data Visualization Guide
Data Visualization
https://www.data-to-viz.com/
Tool
7/10/2018
From Data to Viz leads you to the most appropriate graph for your data. It links to the code to build it and lists common caveats you should avoid.
Flourish
Data Visualization
https://flourish.studio/
Tool
7/14/2018
This platform allows anyone to create beautiful data visualizations with no program knowledge required.
Find a Study Group
Udacity
https://sites.google.com/udacity.com/bertelsmanndatascholarship/find-a-study-group
Tool
6/1/2018
Looking for a study group? Check this list out
Datawrapper
Data Visualization
https://www.datawrapper.de/
Tool
7/21/2018
Quickly create interactive/responsive charts and maps
Data Cleansing and Transformation Tool
Big Data
http://openrefine.org/
Tool
6/25/2018
OpenRefine (formerly Google Refine) is a powerful tool for working with messy data: cleaning it; transforming it from one format into another; and extending it with web services and external data.
Codementor
Coding
https://www.codementor.io
Tool
6/22/2018
We currently have mentors and peers to help us with questions, but perhaps one day we won't. This website is a resource to get personalized help.
Chart.js
Coding
Data Science
https://www.chartjs.org/
Tool
6/19/2018
Simple yet flexible JavaScript charting for designers & developers
CERN(open data from particle physics)
Data Science
http://opendata.cern.ch/
Tool
6/20/2018
Careercup
Interview Prep
https://www.careercup.com/
Tool
6/12/2018
Website with programming interview questions
Basic SQL programming
SQL
https://www.sqlteaching.com/
Tool
6/25/2018
Assignment Tracker
Udacity
https://docs.google.com/spreadsheets/d/13CbmheFFcV7JoOvRkhUP6M_q01PhUnCpa3fQG283ii8/edit#gid=869741072
Tool
6/12/2018
This spreadsheet helps students organize their schedule so they can complete Phase 1 on time
AngelList
Career
https://angel.co/
Tool
6/12/2018
Website for startups, angel investors and job seekers looking to work at startups
18 places to find data sets for data science projects
General
https://www.dataquest.io/blog/free-datasets-for-projects/
Tool
7/25/2018
Great resource to find free data sets
10 Applications of Artificial Neural Networks in Natural Language Processing
ML/AI
https://medium.com/@datamonsters/artificial-neural-networks-in-natural-language-processing-bcf62aa9151a
Tool
7/11/2018
Useful information for sentiment analysis
Top 50 Data Science Resources: The Best Blogs, Forums, Videos and Tutorials to Learn All about Data Science
Data Science
https://www.ngdata.com/top-data-science-resources/
Tool
Blog
EBook
7/13/2018
This is great, because all 50 resources are categorised to make it easy for you to locate the resources you need most.
Learn how to type faster and correctly
Computer Science
Experience
Coding
https://www.typingclub.com
Tool
Career
Practice
Resource List
6/26/2018
Website to learn how to type faster and correctly
Tensorflow Playground
ML/AI
https://playground.tensorflow.org
Tool
Practice
7/17/2018
You can visualize performance and neural networks, which is a great way to get a feeling for how they perform!
Learning to code through gamification (children/ girls)
Coding
https://eraseallkittens.com
Tool
Practice
6/30/2018
JetBrains PyCharm Edu
Python
Coding
https://www.jetbrains.com/education/
Tool
Practice
6/25/2018
Free open source education tool for learning and practising Python. Download available for Windows, Mac and Linux.
Free Trial of Text Data Science Software
Computer Science
Data Science
Big Data
Coding
General
https://discovertext.com/
Tool
Practice
Research
Project
7/6/2018
Free trial of a text analytics tool for students wishing to work on projects related to text mining and analysis and social media data.
visual intro to machine learning
Computer Science
Data Visualization
http://www.r2d3.us/visual-intro-to-machine-learning-part-1/
Blog
6/30/2018
a really cool visualization for machine learning and they use dataset to go through creating a model to distinguish homes in NY and SF area and visualization is just amazing and here is part two about model tuning and the Bias-Variance http://www.r2d3.us/visual-intro-to-machine-learning-part-2
Using Python to Power Spreadsheet
Pandas
Python
https://www.datacamp.com/community/tutorials/power-spreadsheets-python
Blog
6/20/2018
Great read if anyone is wondering the benefit of using Python vs. Excel
Top 10 blog for young women in technology
Career
Coding
https://code.likeagirl.io/top-10-blogs-for-young-women-in-technology-fb3c2679f243
Blog
6/22/2018
Top 5 Data Science Publications You Should Read In 2018 | Udacity
Interview Prep
Data Science
https://blog.udacity.com/2018/01/top-5-data-science-publications.html
Blog
6/20/2018
“If an interviewer asks you about which data science publications you read regularly, you should have a good answer!”
The Wisdom and/or Madness of Crowds
Data Science
https://ncase.me/crowds/
Blog
7/10/2018
Another nice resource to understand the basics of network science :)
The Pudding
Data Visualization
https://pudding.cool/
Blog
6/19/2018
The Pudding is an editorial publication that explains ideas debated in culture with visual essays.
The Mighty Data blog
Data Science
www.themightydata.com
Blog
6/15/2018
I heard the author give a thoughtful talk on AI in Data Science. He's also got experience across several different industries.
Statistics How To
Statistics
http://www.statisticshowto.com/
Blog
Slack
7/17/2018
Great resource with a lot of information in statistics for additional reading
Statistics How To
Statistics
http://statisticshowto.com
Blog
7/21/2018
comprehensive resource in statistics for everyone
Statistics for people in a hurry
Statistics
https://towardsdatascience.com/statistics-for-people-in-a-hurry-a9613c0ed0b
Blog
6/18/2018
Simply Statistics
Statistics
https://simplystatistics.org/
Blog
6/20/2018
Python for Data Science: 8 Concepts You May Have Forgotten
Python
Data Science
https://towardsdatascience.com/python-for-data-science-8-concepts-you-may-have-forgotten-i-did-825966908393
Blog
6/18/2018
My Journey with Technology
Experience
https://medium.com/@aditisoni_72075/my-journey-with-technology-b514b35ea2e8
Blog
Medium
6/17/2018
I wrote this blog for the students who are in junior years of their college. It will be a source of motivation for those college students who aims big and never quit.
Machine Learning Mastery
ML/AI
https://machinelearningmastery.com/blog/
Blog
6/23/2018
Great blog with explanations to almost all machine learning algorithms. Easy to understand, with lots of examples.
Machine learning Interview Questions
ML/AI
https://www.springboard.com/blog/machine-learning-interview-questions/
Blog
7/29/2018
Its important for people looking out for ML as a career aspect in future..
Machine Learning Algorithm
ML/AI
https://www.analyticsvidhya.com/blog/2017/09/common-machine-learning-algorithms/
Blog
6/16/2018
Explains Machine learning algorithm
List of Data Science/Machine Learning/Deep Learning Interview Questions
Interview Prep
Data Science
Career
Deep Learning
ML/AI
https://appliedmachinelearning.blog/2018/04/13/my-data-science-machine-learning-job-interview-experience-list-of-ds-ml-dl-questions/
Blog
7/10/2018
The writer portrays his interviewing experience, including the questions that was asked. It provides an insight to the kinds of questions that may be asked for a data science role. You can also use it to test yourself and see whether you are prepared to answer such questions.
Lessons learned turning machine learning models into real products and services
Data Science
Experience
https://www.oreilly.com/ideas/lessons-learned-turning-machine-learning-models-into-real-products-and-services
Blog
6/28/2018
it goes through important points how machine learning models can move from science to production and provide recommendations on how to tackle each issue
Learn Python 3
Python
http://www.tutorialspoint.com/python3
Blog
6/26/2018
Here you can find good explanations of each topic in Python from beginning to the advanced level. There are also enough examples for each topic. In my eyes it explains python in a simple but useful way.
jakevdp.github.io
Data Science
http://jakevdp.github.io/
Blog
6/20/2018
Introduction to Deep Learning
ML/AI
https://medium.com/ub-women-data-scholars/introduction-to-deep-learning-bcae684488e0
Blog
Medium
7/20/2018
This is great as it gives very easy to understand introduction for understanding the deep learning concept.
Intermediate Tableau guide for data science and business intelligence professionals
Tableau
https://www.analyticsvidhya.com/blog/2018/01/tableau-for-intermediate-data-science/
Blog
7/19/2018
Summarizing Intermediate Tableau: joins, blends, groups, and sets.
Information is beautiful
Data Visualization
https://informationisbeautiful.net/
Blog
Slack
7/10/2018
This is an inspirational page that shows that data can be informative, clear and also visually attractive.
How to Become a Data Scientist: The Definitive Guide
Data Science
https://www.kdnuggets.com/2017/08/become-data-scientist-definitive-guide.html
Blog
6/26/2018
How To Become A Data Scientist in 12 Months
Experience
https://medium.com/@FreddieO/how-to-become-a-data-scientist-in-12-months-7e0deb51fac5?source=linkShare-ef33f825887e-1531939958
Blog
Medium
7/20/2018
A Data Scientist sharing his experience and tools and resources he used
Get started with deep learning
Deep Learning
https://www.forbes.com/sites/nvidia/2018/03/01/get-started-with-deep-learning-in-four-steps/#787a0d847c24
Blog
7/29/2018
Its great for people who want to enter into the world of deep learning
Flowing data blog
Data Science
http://flowingdata.com
Blog
7/13/2018
FlowingData explores how statisticians, designers, data scientists, and others use analysis, visualization, and exploration to understand data and ourselves.
Flowing Data
Data Visualization
http://flowingdata.com/
Blog
7/13/2018
FlowingData explores how statisticians, designers, data scientists, and others use analysis, visualization, and exploration to understand data and ourselves. Good for inspiration, how to guides, and (if you're a member, $10 p/m) courses on visualisation in R.
Fancy Weather Data Science
Udacity
https://fancyweatherdatascience.wordpress.com/
Blog
6/25/2018
The study group from Dresden consisting of Tilman Hinreichs, Anja Reusch and Veronika Soloviova are having a Blog about their project to show results and update the progress of work.
Evan Miller
Data Science
http://www.evanmiller.org/
Blog
6/20/2018
Ethics in Web Scraping
Ethics
Data Science
https://towardsdatascience.com/ethics-in-web-scraping-b96b18136f01
Blog
6/16/2018
Interesting
Elisha R. Hughes - Math - Utah
Statistics
Linear Algebra
https://www.math.utah.edu/~hughes/
Blog
7/30/2018
Elisha R. Hughes University of Utah Department of Mathematics Email: hughes@math.utah.edu (Internet)
Data Scientist vs Data Engineer
Career
https://www.datacamp.com/community/blog/data-scientist-vs-data-engineer
Blog
Datacamp
6/19/2018
DATA SCIENCE news, articles, videos, podcasts, events, books and presentations
Data Science
http://datasciencedigest.flyelephant.net/
Blog
6/16/2018
This is a blog which collect from other webs: news, podcasts, articles, videos... related with machine learning, deep learning, natural language processing, Computer Vision and other aspects of data sciences. You only need to suscribe to the newsletter for free. I hope will be helpful for our community.
Data Science Cheat Sheets
Data Science
Notes
https://elitedatascience.com/vault
Blog
7/19/2018
Has very handy quick hints and tips
Data Monsters-Medium Channel
Data Science
Deep Learning
https://medium.com/@datamonsters
Blog
Medium
7/14/2018
Great Medium channel for Data
Data is Beautiful (Reddit)
Data Visualization
https://www.reddit.com/r/dataisbeautiful
Blog
6/24/2018
Graphs, charts, maps, etc. DataIsBeautiful is for visualizations that effectively convey information.
Control Flow in Python
Python
Data Science
Udacity
https://medium.com/@aishanazeertanwar/control-flow-in-python-e8a6cc14cd65
Blog
Medium
7/15/2018
I have written a blog on Control Flow in Python . Let me share it with you. I have tried to assemble all useful resources I found helpful, when I was learning this topic, especially, course material from this course, the examples which were explained very well by our instructor Juno Lee.
Cleaning Data in Python
Python
Data Science
http://lineardata.net/the-ultimate-guide-to-cleaning-data-in-python/
Blog
6/20/2018
A data scientist roughly spends about 70% of his time cleaning messy and unstructured data. In this article, you could find a comprehensive step by step procedure to cleaning your data in Python.
Cathy O'Neil (Author of Weapons of Math destruction)
Big Data
https://mathbabe.org/
Blog
7/1/2018
Cathy's book "Weapons of Math Destruction" is a fantastic read, on her blog she continues her analytical look at Big Data and research in a collection of essays.
Career Guide
Career
https://80000hours.org/
Blog
6/22/2018
Great career guide if you want to make an impact with your work (not DS specific though)
Building a Data Science Portfolio: A Newcomer’s Guide
Data Science
Career
http://www.data-mania.com/blog/building-a-data-science-portfolio/
Blog
6/25/2018
Interesting guide on how to create a portfolio for aspiring data scientists.
Building a Data Science portfolio
Career
Data Science
https://www.dataquest.io/blog/data-science-portfolio-project/
Blog
6/22/2018
Great advice about building a Data science portfolio!
Beginner's guide to data science
Data Science
https://www.datascienceweekly.org/articles/how-to-start-a-data-science-project-when-you-are-a-beginner
Blog
7/15/2018
It helps set you on the right path as a data science beginner who has learnt so much statistics and programming but don't know where and how to begin a data science project.
A Step-by-Step Guide to learn Advanced Tableau – for Data Science and Business Intelligence Professionals
Tableau
https://www.analyticsvidhya.com/blog/2018/03/tableau-for-advanced-users-easy-expertise-in-data-visualisation/
Blog
7/19/2018
Exploring Tableau to create Advanced Graphs – Visualizing beyond ‘Show Me’
A Comprehensive Guide to Data Exploration
Data Visualization
Data Science
https://www.analyticsvidhya.com/blog/2016/01/guide-data-exploration/
Blog
6/19/2018
A Complete Tutorial to Learn Data Science with Python from Scratch
Data Science
https://www.analyticsvidhya.com/blog/2016/01/complete-tutorial-learn-data-science-python-scratch-2/
Blog
Udacity
7/15/2018
A Complete Tutorial to Learn Data Science with Python from Scratch
4 steps for running a machine learning pilot project
ML/AI
http://www.ibmbigdatahub.com/blog/4-steps-running-machine-learning-pilot-project?cm_mmc=OSocial_Twitter-_-Data+Science_Data+Science-_-WW_WW-_-4steps-ml-pilot&cm_mmca1=000000RE&cm_mmca2=10000668&&linkId=53693256
Blog
7/8/2018
For those who are interested in Machine learning but do not have any idea how to start, here is a simple guide.
Data Science for Startups: Introduction
Data Science
Experience
R
SQL
Coding
https://towardsdatascience.com/data-science-for-startups-introduction-80d022a18aec
Blog
Tool
6/23/2018
The article provides real life examples for a startup to build data products.
The Functional Art
Data Visualization
http://www.thefunctionalart.com/
Blog
EBook
6/21/2018
approachable and thoughtful articles/books about data visualization, infographics and data journalism by Alberto Cairo. Ideal for beginners as well as more advanced readers.
Practical Business Python
Computer Science
Data Science
Pandas
Python
Coding
http://pbpython.com/pandas-pivot-table-explained.html
Blog
Cheatsheet
7/9/2018
Great ressource to learn more about advanced functions of Pandas in Python (for example creating a Pivot Table). Helped me a lot for a recent project.
Visual Introduction to Machine Learning
ML/AI
Data Science
Data Visualization
http://www.r2d3.us/visual-intro-to-machine-learning-part-1/
Blog
Article
7/5/2018
This is an interactive article that allows the user to visualize how data is used and manipulated in a machine learning project
Doing Data for Good Right
Data Science
Ethics
https://www.datakind.org/blog/doing-data-for-good-right
Blog
Article
6/29/2018
Ethical principles for pro bono data scientists, created by the Data Kind UK community
Choosing R or Python for Data Analysis? An Infographic
R
Python
Career
https://www.datacamp.com/community/tutorials/r-or-python-for-data-analysis
Blog
Article
Datacamp
6/19/2018
The author uses an infographic to provide an insight into the differences between R and Python.
SQL for Data Analysis - Intro
SQL
Data Science
https://medium.com/@diana.culincu/sql-for-data-analysis-part-i-95ce957b2c4
Blog
Lesson Notes
Medium
6/25/2018
Intro to SQL for Data Analysis. Why and how?
This Week at Udacity, June 8 edition
Udacity
https://medium.com/udacity/this-week-at-udacity-june-8-edition-6b57cb76be19
Blog
News
Medium
6/18/2018
2018 DISRUPTOR 50
Udacity
https://www.cnbc.com/2018/05/22/udacity-2018-disruptor-50.html
Blog
News
Article
6/18/2018
Data Violence and How Bad Engineering Choices Can Damage Society
Data Science
Ethics
https://medium.com/s/story/data-violence-and-how-bad-engineering-choices-can-damage-society-39e44150e1d4
Blog
Research
6/25/2018
This a very interesting topic and this articles give a brief about the issue. this article discusses how data can be a dangerous thing, reasons behind it and some suggestions to solve it.
Bias detectives: the researchers striving to make algorithms fair
Ethics
Computer Science
https://www.nature.com/articles/d41586-018-05469-3
Blog
Research
6/25/2018
This article discuss how researchers are trying to make predictive policing [child abuse detection, criminals detection] algorithms fair or what are the approaches and issues arising from such algorithms. the summary of the reason of the unfairnes in the algorithms: lack of improper assessment tools for such algorithms. fairness metrics or definitions can be contradictory companies of such software are not held accountable. so france for example are proposing to make the predictive policing
50 of the Best Data Science Blogs
Data Science
Statistics
Interview Prep
ML/AI
https://www.springboard.com/blog/data-science-blogs/
Blog
Resource List
6/20/2018
40 Great websites where you can learn something new everyday!
General
Career
http://www.businessinsider.com/40-great-websites-where-you-can-learn-something-new-every-day-2016-3?IR=T
Blog
Resource List
7/21/2018
Blog containing 40 great websites for learning something new.
QuantEcon
Data Science
Python
https://quantecon.org/
Blog
Project
7/19/2018
QuantEcon is a nonprofit organization dedicated to improving economic modeling by enhancing computational tools for economists. The activities include: developing and facilitating the development of open source software for economic modeling, and building open, collaborative platforms for sharing, discussing and documenting open source software. Development is centered on open source scientific computing environments such as Python, R and Julia
Wonderleon recruiting site for European tech companies
Career
https://www.wonderleon.com/
Career
7/4/2018
A new jobs search site Wonderleon that focuses primarily on Europe at the moment and among other roles, has quite a few data analyst / scientists openings in diff tech companies
Tutorials for many languages.
Computer Science
https://drive.google.com/drive/mobile/folders/1IFDoxZAl7k8PfJSblyw2X2D1MN1QzwtS
Career
7/23/2018
It has tutorials for many languages like python, c, Android, unity, bootstrap, many more all at one place!!
Stanford Machine Learning
Computer Science
ML/AI
https://www.coursera.org/learn/machine-learning
Career
Coursera
7/13/2018
I think this course has evry basic needed information that is required for learning Machine Learning. This is a great course by Andrew Ng from Stanford University. I did this course long back and it help me to understand the concept of Machine Learning very well. The course deals with quizzes and programming assignments in Octave or MATLAB.
Nine lessons learned during my first year as a Data Scientist at J.P. Morgan
Experience
https://blog.usejournal.com/nine-lessons-learned-during-my-first-year-as-a-data-scientist-at-j-p-morgan-ceb2eb95577c
Career
6/16/2018
In this article Jacob Peters shares his experience as junior data scientist at J.P. Morgan. Motivating for all aspiring data scientists.
Master's in Data Science
Data Science
Career
http://www.mastersindatascience.org/schools/data-science-degrees-online/
Career
7/22/2018
Number of resources for online data science degrees from renowned schools.
Data science portfolio
Data Science
https://www.kdnuggets.com/2018/07/build-data-science-portfolio.html
Career
7/26/2018
This post will include links to where various data science professionals (data science managers, data scientists, social media icons, or some combination thereof) and others talk about what to have in a portfolio and how to get noticed.
Data Science Master;s Degree
Career
Data Science
https://datasciencedegree.wisconsin.edu/
Career
7/22/2018
It can help you to find your future in data science
Data journalism fellowship
Career
Big Data
https://docs.google.com/forms/d/e/1FAIpQLSd2O4CkGOoleLfUPljPz1dBUkMuiKmxeQHFaIwFvYgfIZuEXw/viewform
Career
7/23/2018
Data communication fellowship for journalists/ comms specialists from Armenia, Azerbaijan, Kazakhstan, Kyrgyzstan, Russia, Tajikistan, Turkey, Turkmenistan, or Uzbekistan
2018 Twitter Grace Hopper Fellowship
Career
Computer Science
Data Science
ML/AI
https://2018gracehopperfellowship.splashthat.com/
Career
6/27/2018
Accelerated interviews for 2019 full-time and internship opportunities. For students who receive and accept an offer, Twitter will provide: - Student registration to #GHC18, roundtrip travel, lodging and meal stipend for the 4-day trip. - Pre-conference experience with senior leaders at an event-only surprise event. - Exclusive access to Twitter events throughout the week with Twitter engineers,
Oracle Certification
SQL
https://devgym.oracle.com/devgym/database-for-developers.html
Career
Interview Prep
Practice
Forum
7/14/2018
Oracle is providing this certification for free. I think it's a great oppurtunity to have it.
Google Careers
Career
Interview Prep
Computer Science
Data Science
Udacity
Experience
General
https://careers.google.com/
Career
Interview Prep
Practice
Resource List
7/26/2018
Learn about Google careers and how to prepare for them.
A.I. for Social Good?
ML/AI
Career
https://www.philanthropy.com/specialreport/a-i-for-social-good/175#.W0U3p9EW1n0.facebook
Career
Article
7/10/2018
Great resource to know the actual role of A.I in the Philanthropy.
19 Inspiring Women Blazing a Trail in the Data Science World
Career
Data Science
Bio
https://www.analyticsvidhya.com/blog/2018/03/inspiring-women-blazing-a-trail-in-the-data-science-world/
Career
Article
7/31/2018
19 Inspiring Women Blazing a Trail in the Data Science World
Job Roles
Data Science
https://drive.google.com/file/d/1ux9a896kZ2ElM-ePZ3aC-r-b73Ma45jz/view
Career
Excel
6/15/2018
Introducing the African Master’s of Machine Intelligence at AIMS
Computer Science
ML/AI
Deep Learning
https://medium.com/@moustaphacisse/introducing-the-african-masters-of-machine-intelligence-at-aims-9441b4346a55
Career
Research
Medium
7/28/2018
Good opportunity to increase African talent pool that is currently advancing Machine Intelligence.
Research fellowship opportunity: Alexander von Humboldt Institute
Career
Big Data
Ethics
https://www.hiig.de/en/fellow-programme/
Career
Research
Resource List
7/19/2018
Fellowship opportunity with the German Alexander von Humboldt Institute for young researchers including a focus on Governance of data-driven innovation and cyber security
P1xt Job Read Guides
Computer Science
Data Science
Coding
https://github.com/P1xt/p1xt-guides
Career
Resource List
6/23/2018
These are curriculums for various positions with not only courses to take but also projects to do.
dynamic programming
Interview Prep
https://www.udemy.com/dynamic-programming-i/
Interview Prep
Udemy
7/6/2018
Gain Confidence for the Coding Interviews :)
DS Interview question
Interview Prep
Data Science
https://towardsdatascience.com/how-to-ace-data-science-interviews-statistics-f3d363ad47b
Interview Prep
7/9/2018
It has a concise set of many question which I think many here will find it useful !
Cracking the Coding Interview
Computer Science
https://github.com/alexitaylor/Cracking-the-Coding-Interview-6th-Edition/blob/master/Cracking%20the%20Coding%20Interview%2C%206th%20Edition%20189%20Programming%20Questions%20and%20Solutions.pdf
Interview Prep
Github
7/14/2018
Most recommended book for those preparing for technical interviews or maintaining their coding skills!
41 Key Machine Learning Interview Questions with Answers
Interview Prep
https://www.springboard.com/blog/machine-learning-interview-questions/
Interview Prep
7/3/2018
Great general overview of questions on the basics of machine learning
How to crack Data Science Interview
Career
https://analyticsindiamag.com/crack-data-science-person-panel-interview/
Interview Prep
6/19/2018
Here is you learn that how to crack Data science Interview
Technical Interview (Algorithms and Data Structures in Python)
Python
Udacity
Interview Prep
Computer Science
https://eu.udacity.com/course/technical-interview--ud513
Interview Prep
Tool
Udacity
7/13/2018
Course provides an introduction to topics that often show up on technical interviews.
Whirlwind Tour of Python - Index
Python
https://www.kaggle.com/sohier/whirlwind-tour-of-python-index/
Practice
Kaggle
6/15/2018
Weekly Social Data Project
Data Science
http://www.makeovermonday.co.uk/
Practice
6/19/2018
Each week they will post a link to a chart, and its data, and then we can rework the chart to retell the story more effectively, or find a new story in the data.
Web Scraping in Python
Python
https://realpython.com/python-web-scraping-practical-introduction/
Practice
7/20/2018
Really easy to follow intro to using python for web scraping
SQL online
SQL
http://www.sqlfiddle.com/
Practice
6/26/2018
There are times, when I just need to try if this SQL works or not. This is great online tool!
SQL Exercises,Practice and Solutions
SQL
https://www.w3resource.com/sql-exercises/
Practice
6/30/2018
Singpath
Python
Coding
Computer Science
http://www.singpath.com/#/paths
Practice
6/27/2018
There is a python path and you can jump in on any level and choose problems, projects and little tasks to work on and practice. You need to register an account, but otherwise it is free!
Quantopian Investment Algorithms
Data Science
Python
ML/AI
Coding
https://www.quantopian.com
Practice
6/18/2018
It teaches you how to write investment algorithms in Python which then you can backtest comparing them with the market performance. Also they give away cash prices to best performing algorithms!
Python Tutor
Python
http://pythontutor.com/
Practice
6/23/1201
This tool shows you how your Python code is executed step by step. Very good for understanding Python logic.
Python Pandas - Introduction
Pandas
Python
https://www.tutorialspoint.com/python_pandas/python_pandas_introduction.htm
Practice
6/24/2018
Learn Python Pandas in simple and easy steps starting from basic to advanced concepts with examples including Introduction, Environment Setup, Introduction to Data Structures, Series, DataFrame, Panel, Basic Functionality, Descriptive Statistics, Function Application, Reindexing, Iteration, Sorting, Working with Text Data, Options and Customization, Indexing and Selecting Data, Statistical Functions, Window Functions, Aggregations, Missing Data, GroupBy, Merging/Joining, Concatenation, Date Func
Python Numpy Tutorial
Data Science
ML/AI
Python
http://cs231n.github.io/python-numpy-tutorial/#numpy
Practice
Github
7/23/2018
For those who would like to learn some NumPy this tutorial is very good!
Python code reviewer (step by step)
Coding
http://www.pythontutor.com
Practice
6/18/2018
Visualize step by step the execution of your code. This tool saves you tons of time debugging, and also is a great learning tool.
Project Euler
Data Science
Coding
Python
https://projecteuler.net
Practice
7/13/2018
Lots of examples to work through to put our learnings into practice!
PostGreSql exercises
SQL
https://pgexercises.com/
Practice
7/3/2018
This is a good place for additional practice for PostGreSql
Mode Analytics SQL Tutorial
SQL
https://community.modeanalytics.com/sql/tutorial/introduction-to-sql/
Practice
6/24/2018
Microsoft Professional Program for Artificial Intelligence
ML/AI
https://academy.microsoft.com/en-us/professional-program/tracks/artificial-intelligence/
Practice
6/18/2018
Microsoft Professional Program for Artificial Intelligence track
Mathematical (and Harder) Practice for Python
Python
https://projecteuler.net/archives
Practice
6/24/2018
List of Practice Problems in Python
Python
http://www.codeabbey.com/index/task_list
Practice
6/24/2018
LeetCode
Interview Prep
https://leetcode.com/
Practice
6/12/2018
Website to enhance skills, expand knowledge and prepare for technical interviews
Learn python challenge
Python
https://www.kaggle.com/colinmorris/learn-python-challenge-day-1
Practice
Kaggle
6/15/2018
Kaggle
Data Science
https://www.kaggle.com/
Practice
Kaggle
6/12/2018
Platform for predictive modeling and analytics competitions
Jython Tutorial
Python
http://jwork.org/wiki/JythonTutorial:1_Introduction
Practice
6/27/2018
Python tutorial for beginners and fully interactive. It is powered by Java which means that Python is extended by hundreds of Java libraries and methods. Pretty cool!
Intro to SQL: Khan Academy
SQL
https://www.khanacademy.org/computing/computer-programming/sql
Practice
6/30/2018
Interviewbit
Interview Prep
https://www.interviewbit.com/
Practice
6/12/2018
Practice coding interview questions and get referred to top tech companies
Improve your Python
Python
https://dbader.org/
Practice
6/12/2018
Histograms Learning Tool
Statistics
https://tinlizzie.org/histograms/
Practice
6/19/2018
A very helpful tool to learn about histograms with interactive applets to practice the concepts.
Hackerrank - 10 days of statistics
Statistics
Python
https://www.hackerrank.com/domains/tutorials/10-days-of-statistics
Practice
7/17/2018
Statistics basic problem solving using programming language like python
Hackerrack - Practice Python
Python
https://www.hackerrank.com/domains/python
Practice
6/15/2018
Google Developer Python Course
Python
https://developers.google.com/edu/python/
Practice
7/14/2018
This is a free class for people with a little bit of programming experience who want to learn Python. The class includes written materials, lecture videos, and lots of code exercises to practice Python coding.
Geeksforgeeks
Computer Science
https://www.geeksforgeeks.org/
Practice
6/12/2018
DrivenData
Data Science
https://www.drivendata.org/
Practice
6/12/2018
Platform that hosts Data Science competitions
Deep learning in python
Deep Learning
https://www.datacamp.com/courses/deep-learning-in-python
Practice
Datacamp
7/13/2018
this course includes basic knowledge in neural networks and how to optimize Machine learning models and tune them efficiently.
Datasets kink foe excel data analysis practice
Data Science
https://www.quora.com/Where-can-I-find-raw-data-set-to-practice-data-analysis-in-excel
Practice
6/19/2018
Very helpful ! Practicing data analysis using these data sets will strengthen our basics of analysis.
Dataquest - Learn Data Science with Python and R projects
Career
Data Science
Experience
https://www.dataquest.io/?utm_source=facebook&utm_medium=paidsocial&utm_campaign=learn-ds-2pctsubs-desktop&utm_term=feed-ad&utm_content=laptop-guy&fbaid=6069480774367
Practice
6/22/2018
Practice and working on real projects is important!
Data4Democracy
Data Science
https://github.com/Data4Democracy/immigration-connect
Practice
6/19/2018
Collecting, analyzing, and modeling data related to immigration: Support the work of organizations working on immigration law and other immigration related issues.
Data Science Challenge
Data Science
https://www.datasciencechallenge.org/
Practice
6/12/2018
Platforms that hosts data science competitions that will challenge you to find unorthodox answers to real-world problems
CS109 Data Science
Data Science
http://cs109.github.io/2015/pages/videos.html
Practice
6/24/2018
Computer Science Circles
Python
Computer Science
Statistics
Data Science
Coding
https://cscircles.cemc.uwaterloo.ca/
Practice
6/27/2018
It's interactive and fun to practise python. Also, you can get your hands on mathematical thinking exercises which is very helpful for solving problems with code
CodinGame
Computer Science
https://www.codingame.com/start
Practice
6/12/2018
Coding Puzzles and Application for Beginners
Computer Science
https://grasshopper.codes/
Practice
6/12/2018
codewars
Python
SQL
Coding
https://www.codewars.com
Practice
6/19/2018
Challenge yourself on kata, created by the community to strengthen different skills. Master your current language of choice, or expand your understanding of a new one.
Codeforces
Computer Science
http://codeforces.com/
Practice
6/12/2018
CodeFights
Coding
Interview Prep
https://codefights.com/
Practice
6/19/2018
Technical interview practice and skills-based recruiting platform. CodeFight applies game mechanics that offer developers of all skill levels online computer programming challenges for both instructional and recruiting purposes. The platform has 6 distinct game modes: Interview Practice, Company Bots, Arcade, Tournaments, Head-to-Head, and Challenges; all geared towards helping developers build skills and getting prepared for technical real-world jobs. In all of these modes, the CodeFights syste
Brazilian Open Data Competition for Public Health
Data Visualization
Python
Tableau
https://desafiodedados.com.br/
Practice
6/20/2018
That is a good opportunity for using Python on real dataset and learning a new tool for data analysis (Tableau).
Basic Practice For Python
Python
http://codingbat.com/python
Practice
6/24/2018
A very tricky website with very few hints and touch problems (Not for beginners but still interesting)
Python
http://www.pythonchallenge.com/
Practice
6/24/2018
A SubReddit Devoted to Daily Practice Problems in Python
Python
https://www.reddit.com/r/dailyprogrammer
Practice
6/24/2018
25 Open Datasets for Deep Learning Every Data Scientist Must Work With
Deep Learning
https://www.analyticsvidhya.com/blog/2018/03/comprehensive-collection-deep-learning-datasets/
Practice
6/12/2018
7 Steps to Mastering SQL for Data Science
SQL
https://www.kdnuggets.com/2016/06/seven-steps-mastering-sql-data-science.html
Practice
6/30/2018
Follow these 7 steps to go from SQL data science newbie to seasoned practitioner quickly. No nonsense, just the necessities.
7 day Python Challenge with Kaggle
Python
https://www.kaggle.com/colinmorris/learn-python-challenge-day-1?utm_medium=email&utm_source=mailchimp&utm_campaign=python+challenge
Practice
6/19/2018
This will give you more practice with when it comes to coding in python
[RESOURCE] Great website for practicing statistics
Statistics
https://study.com/academy/practice/quiz-worksheet-descriptive-statistics.html 10
Practice
6/21/2018
It is a great link for practicing descriptive statistics.
A comprehensive Learning path to become a data scientist in 2018
Career
Data Science
https://trainings.analyticsvidhya.com/courses/course-v1:AnalyticsVidhya+Python-Final-Jan-Feb+Python-Session-1/about
Practice
Career
6/27/2018
It is a free course which provides complete learning path for aspiring data scientists.
680 Free Online Programming & Computer Science Courses You Can Start in July
Coding
Computer Science
https://medium.freecodecamp.org/680-free-online-programming-computer-science-courses-you-can-start-in-july-bee84b9c8b9b
Practice
MOOC
7/4/2018
An extensive list of free resources for learning programming offered by diff universities and major tech companies (incl top schools such as stanford, harvard etc), categorised per difficulty level
Machine Learning in 3 Months
ML/AI
Linear Algebra
https://discussions.udacity.com/t/machine-learning-in-3-months/822217
Practice
MOOC
Discussions
Forum
7/3/2018
We are starting a challenge to start in the Machine Learning field! We have already created a group and we will get started once the Data Science challenge course is finished. Feel free to join us through this link: https://docs.google.com/spreadsheets/d/1NOKsdAy4hiXKj-Bw4qrTUwEy_QEHVJ-qU--G1x6QMaE/edit?usp=sharing
Top 50 Data Science Resources: The Best Blogs, Forums, Videos and Tutorials to Learn All about Data Science
Data Science
https://www.ngdata.com/top-data-science-resources/
Practice
EBook
6/13/2018
Data Science Resources
Data Science
http://www.dataschool.io/resources/
Practice
EBook
6/13/2018
30 Essential Python Tips And Tricks For Programmers
Python
http://www.techbeamers.com/essential-python-tips-tricks-programmers/
Practice
Article
7/8/2018
Python useful shortcuts (tips & tricks)
Football/Soccer Data
Data Science
https://www.jokecamp.com/blog/guide-to-football-and-soccer-data-and-apis/
Practice
Article
Resource List
6/23/2018
Good review of all the available data and APIs. Helpful tips. Doesn't appear in https://www.dataquest.io/blog/free-datasets-for-projects/. World Cup momentum.
Viz for Social Good
Data Visualization
https://www.vizforsocialgood.com/
Practice
Event
Discussions
6/25/2018
You can volunteer to create data visualisation projects for nonprofits - when a project is launched you can join virtual or real-life hackathons to create data visualisations for the nonprofit to choose from. It's a great idea for being able to practise your data viz skills, have the opportunity to work with others on a project and help out nonprofits at the same time.
Practice pandas_exercises
Pandas
Coding
Python
Data Visualization
https://github.com/guipsamora/pandas_exercises
Practice
Resource List
Github
7/12/2018
For those who are looking to improve & practice your pandas' skills!
24 Data Science projects to do
Data Science
Pandas
Python
ML/AI
Statistics
Data Visualization
https://www.analyticsvidhya.com/blog/2018/05/24-ultimate-data-science-projects-to-boost-your-knowledge-and-skills/?utm_source=feedburner&utm_medium=email&utm_campaign=Feed%3A+AnalyticsVidhya+%28Analytics+Vidhya%29
Practice
Resource List
7/18/2018
List of basic projects with tutorials
Data Science Learning Club Activities
Computer Science
Statistics
Big Data
https://www.becomingadatascientist.com/learningclub/
Practice
Discussions
Tool
6/20/2018
This is a "science data club" where you can share knowledge , ask questions and do practical exercises.
Sample Projects for Data Scientists in Training
Data Science
https://www.datasciencecentral.com/profiles/blogs/sample-projects-for-data-scientists-in-training
Practice
Project
7/6/2018
Ideas for Data Science projects includes data, solution, and advice.
Website for learning programming (Python and SQL included)
Python
SQL
Coding
https://progate.com/
MOOC
7/3/2018
It is another option for learning code, and I think it is FREE
Top Data Science Online Courses in 2018
Data Science
https://www.learndatasci.com/best-data-science-online-courses/
MOOC
6/13/2018
The Ultimate Hands-On Hadoop - Tame your Big Data!
Hadoop
https://www.udemy.com/the-ultimate-hands-on-hadoop-tame-your-big-data/?siteID=MvgeIURTJ.Q-s08UmyxZ3J35MXQzUx9NnQ&LSNPUBID=MvgeIURTJ*Q
MOOC
Udemy
6/12/2018
The Open-Source Data Science Masters ( OSDSM )
Data Science
https://github.com/datasciencemasters/go
MOOC
Github
6/19/2018
The open-source curriculum for learning Data Science. Foundational in both theory and technologies, the OSDSM breaks down the core competencies necessary to making use of data.
The Complete Python 3 Course: Beginner to Advanced!
Python
https://www.udemy.com/python-complete/
MOOC
Udemy
6/13/2018
Use code "FBFREE18"
Teach Yourself Computer Science
Computer Science
https://teachyourselfcs.com/
MOOC
6/12/2018
Taming Big Data with Apache Spark and Python - Hands On!
Python
https://www.udemy.com/taming-big-data-with-apache-spark-hands-on/?siteID=MvgeIURTJ.Q-7y2ZWE0eSny3tP7vhbnflA&LSNPUBID=MvgeIURTJ*Q
MOOC
Udemy
6/12/2018
Tableau 10 A-Z: Hands-On Tableau Training For Data Science!
Tableau
https://www.udemy.com/tableau10/?siteID=MvgeIURTJ.Q-Ozt1ClSpxbHdORWyctZgcA&LSNPUBID=MvgeIURTJ*Q
MOOC
Udemy
6/12/2018
Statistics with R Specialization
Statistics
https://www.coursera.org/specializations/statistics?siteID=MvgeIURTJ.Q-2xtJYF0QWT6jb6HcEIaSrg&utm_content=1&utm_medium=partners&utm_source=linkshare&utm_campaign=MvgeIURTJ*Q
MOOC
Coursera
6/12/2018
Statistics course
Statistics
http://oli.cmu.edu/courses/all-oli-courses/statistics-course-details/
MOOC
7/25/2018
This course introduces students to the basic concepts and logic of statistical reasoning and gives the students introductory-level practical ability to choose, generate, and properly interpret appropriate descriptive and inferential methods. In addition, the course helps students gain an appreciation for the diverse applications of statistics and its relevance to their lives and fields of study. The course does not assume any prior knowledge in statistics and its only prerequisite is basic algeb
Statistical Learning
Statistics
https://lagunita.stanford.edu/courses/HumanitiesSciences/StatLearning/Winter2016/about
MOOC
6/12/2018
Statistic Course
Statistics
Data Science
https://www.khanacademy.org/math/ap-statistics
MOOC
6/22/2018
If you feel the need to go deeper with statistics, you can also try this course out:
Stanford Statistical Learning
Statistics
https://lagunita.stanford.edu/courses/HumanitiesSciences/StatLearning/Winter2016/about
MOOC
7/9/2018
The stanford Statistics Learning is touted as one of the best courses in beginner level. This course is a good video resource for people who dont want to read the elements of statistical learning book. The instructors are Trevor and Rob and have a background in statistics primarily, and this course can get a little bit theoretical. I highly recommend this course for anyone trying to further their statistics game.
SoloLearn Python course
Python
https://www.sololearn.com/Course/Python/
MOOC
6/17/2018
This was the first course/MOOC/call it what you will that I used to learn Python. The course is pretty good already, but the community is what really helped me here. Definitely worth taking the time to read user comments, particularly the heavily upvoted ones. It really cleared a lot of things up for me and clarified many points I hadn't even considered. Hope you enjoy it as much as I did!
R Programming A-Z™: R For Data Science With Real Exercises!
R
https://www.udemy.com/r-programming/?siteID=MvgeIURTJ.Q-uFzKKJZJeFZGkwn9IdEAlQ&LSNPUBID=MvgeIURTJ*Q
MOOC
Udemy
6/12/2018
R for Data Science: Lunchbreak Lessons
R
Data Science
Statistics
https://www.linkedin.com/learning/r-for-data-science-lunchbreak-lessons
MOOC
6/20/2018
Short lessons on R. It's a great resource to squeeze in some knowledge in these busy times!
Quantinsti
R
Computer Science
Python
https://quantra.quantinsti.com/
MOOC
6/18/2018
Quantra gives courses related to Quantitative Finance, introducing strategies that requires programming in languages like Python or R.
Python Programming Course
Python
https://www.udemy.com/get-trained-on-python-programming/
MOOC
Udemy
6/12/2018
Use code "PYTHON-COURSE"
Python Hand-on Solve 200 Problems
Python
https://www.udemy.com/python-handon/
MOOC
Udemy
6/24/2018
Python for Data Science and Machine Learning Bootcamp
Python
https://www.udemy.com/python-for-data-science-and-machine-learning-bootcamp/
MOOC
Udemy
6/12/2018
Python for Data Science
Data Science
Python
https://www.edx.org/course/python-data-science-uc-san-diegox-dse200x
MOOC
Edx
7/4/2018
Learn Python for Data Science
Practical/Cutting Edge Deep Learning for Coders
Deep Learning
ML/AI
http://www.fast.ai/
MOOC
7/4/2018
One of the most comprehensive courses on Deep Learning and freely available Also updated for 2018
Path to a free self-taught education in Data Science
Data Science
https://github.com/ossu/data-science#project
MOOC
Github
6/13/2018
Neural Networks for Machine Learning | Coursera
Deep Learning
ML/AI
https://www.coursera.org/learn/neural-networks
MOOC
Coursera
7/4/2018
Learn Neural Network from one of the leading experts in Machine Learning
MOOC - Creative Programming for digital media & mobile apps
Coding
https://www.coursera.org/learn/digitalmedia
MOOC
Coursera
7/14/2018
MOOC - Creative Programming for digital media & mobile apps
Microsoft Professional Program in Data Science
Data Science
https://www.edx.org/microsoft-professional-program-data-science?source=aw&awc=6798_1528393418_0e1ceaf00eeb5f48113f06f83c38a0dc&utm_source=aw&utm_medium=affiliate_partner&utm_content=text-link&utm_term=463563_WisTree+Solutions+Pvt+Ltd
MOOC
Edx
6/12/2018
Learn data science fundamentals, key data science tools, and widely-used programming languages from industry and academic experts in this unique program created by Microsoft.
Machine Learning Specialization
ML/AI
https://www.coursera.org/specializations/machine-learning?siteID=MvgeIURTJ.Q-BGD97Mbrk6U8jU2y46DMNQ&utm_content=2&utm_medium=partners&utm_source=linkshare&utm_campaign=MvgeIURTJ*Q
MOOC
Coursera
6/12/2018
Machine Learning Crash Course
Data Science
Computer Science
ML/AI
https://developers.google.com/machine-learning/crash-course/
MOOC
7/27/2018
It was included in the forums, and it looks to be a good and free resource for learning ML basics.
Machine Learning Course
Data Science
ML/AI
Deep Learning
https://www.commonlounge.com/discussion/33a9cce246d343dd85acce5c3c505009
MOOC
6/17/2018
Machine Learning by Stanford
ML/AI
https://www.coursera.org/learn/machine-learning?siteID=MvgeIURTJ.Q-nmfpRNmkbL3cwO5Z1jRPww&utm_content=2&utm_medium=partners&utm_source=linkshare&utm_campaign=MvgeIURTJ*Q
MOOC
Coursera
6/12/2018
Machine Learning A-Z™: Hands-On Python & R In Data Science
ML/AI
https://www.udemy.com/machinelearning/?siteID=MvgeIURTJ.Q-sFvHO5XsQHrds8xJB4Bd4w&LSNPUBID=MvgeIURTJ*Q
MOOC
Udemy
6/12/2018
Machine Learning | Coursera by Andrew Ng
ML/AI
https://www.coursera.org/learn/machine-learning
MOOC
7/4/2018
Most famous introductory Machine Learning course
Logic and Computational Thinking
Computer Science
https://www.edx.org/course/logic-and-computational-thinking
MOOC
Edx
6/12/2018
Learning Python for Data Analysis and Visualization
Python
https://www.udemy.com/learning-python-for-data-analysis-and-visualization/?siteID=MvgeIURTJ.Q-2Jtp_emcKEbRNOfDhgNhUQ&LSNPUBID=MvgeIURTJ*Q
MOOC
Udemy
6/12/2018
Learn Natural Language Processing: From Beginner to Expert
ML/AI
Python
Deep Learning
https://www.commonlounge.com/discussion/9e98fc12d49e4cd59e248fc5fb72a8e9
MOOC
6/17/2018
Learn Deep Learning: From Beginner to Expert
Deep Learning
ML/AI
https://www.commonlounge.com/discussion/eacc875c797744739a1770ba0f605739
MOOC
6/17/2018
Learn Data Science with Python
Data Science
Python
Pandas
Statistics
Linear Algebra
ML/AI
SQL
https://www.commonlounge.com/discussion/367fb21455e04c7c896e9cac25b11b47
MOOC
6/17/2018
khanacademy - CLT
Statistics
https://www.khanacademy.org/math/ap-statistics/sampling-distribution-ap/sampling-distribution-mean/v/central-limit-theorem
MOOC
Khan Academy
7/30/2018
Central Limit Theorem explanation at Khan Academy
Khan Academy Statistics and probability
Statistics
https://www.khanacademy.org/math/statistics-probability
MOOC
6/24/2018
I always use Khan Academy for math and statistics classes. This is a great and accessible nonprofit website and you can learn everything from algebra to statistics.
Kaggle courses (Python, SQL, Data Visualization, Machine Learning …)
Python
SQL
Data Visualization
Deep Learning
R
ML/AI
https://www.kaggle.com/learn/overview
MOOC
Kaggle
7/17/2018
Cursos, Educação em Ciência de Dados mais Rápida
Introduction to statistics
Statistics
https://in.udacity.com/interview-skill-certification/intro-to-statistics--st101
MOOC
Udacity
6/12/2018
Introduction to Computer Science and Programming Using Python
Computer Science
Python
https://www.edx.org/course/introduction-computer-science-mitx-6-00-1x-11
MOOC
Edx
6/17/2018
Introduction to Computer Science
Computer Science
https://courses.edx.org/courses/course-v1:HarvardX+CS50+X/course/
MOOC
Edx
6/12/2018
Intro to SQL for Data Science
SQL
https://www.datacamp.com/courses/intro-to-sql-for-data-science
MOOC
6/28/2018
This is a great addition for practicing and rewinding SQL skills.
Intro to SQL for Data Science
SQL
https://www.datacamp.com/courses/intro-to-sql-for-data-science
MOOC
Datacamp
6/12/2018
Intro to R for Journalists: How to Find Great Stories in Data
R
https://journalismcourses.org/RC0818.html
MOOC
6/25/2018
Taught by Washington Post investigative data reporter Andrew Ba Tran This course is designed to give you a taste of all the possibilities from programming in R. It'll emphasize packages that will help you do data analysis and visualization.
Intro to R for Journalists: How to Find Great Stories in Data
R
Data Science
https://journalismcourses.org/RC0818.html
MOOC
7/2/2018
It hasn't started yet so I could not give a personal view on content or presentation, but its object is rather specific & interesting. R, on one hand, is definitely a great skill to have, and on the other hand, learning and practicing on how to find a story within the data is something that I also consider necessary and very challenging at the same time. In my opinion, finding data is getting easier but their interpretation is the most valuable skill for data scientists of any kind.
Intro to Python for Data Science
Python
https://www.datacamp.com/courses/intro-to-python-for-data-science
MOOC
Datacamp
6/12/2018
Intro to Inferential Statistics | Udacity
Statistics
https://eu.udacity.com/course/intro-to-inferential-statistics--ud201
MOOC
Udacity
7/4/2018
Inferential Statistics is essential for Data Science.
Intro to Data Science
Data Science
https://classroom.udacity.com/courses/ud359
MOOC
Udacity
6/12/2018
The Introduction to Data Science class includes foundational topics in data science: (1) Data Manipulation. (2) Data Analysis with Statistics and Machine Learning (3) Data Communication with Information Visualization (4) Data at Scale -- Working with Big Data
Intro to CS
Computer Science
https://www.udacity.com/course/intro-to-computer-science--cs101
MOOC
Udacity
6/12/2018
IBM tutorials
Data Science
Big Data
Deep Learning
Python
Hadoop
https://cognitiveclass.ai/learn/
MOOC
6/29/2018
This link has a lot of tutorials on latest big data technologies from IBM.
Genomics Data Analysis
Data Science
https://www.edx.org/xseries/genomics-data-analysis?utm_source=email&utm_medium=partner-marketing&utm_content=email-harvardx-broadcast-june&utm_campaign=harvardx
MOOC
Edx
7/6/2018
The Genomics Data Analysis XSeries is an advanced series that will enable students to analyze and interpret data generated by modern genomics technology. Using open source software, including R and Bioconductor, you will acquire skills to analyze and interpret genomic data. This XSeries is perfect for those who seek advanced training in high-throughput technology data. Problem sets will require coding in the R language to ensure learners fully grasp and master key concepts. The final course inve
Free Data Science, Pyhton, R, ML/AI, Big Data Courses by IBM
Data Science
Python
R
Hadoop
Computer Science
Statistics
Deep Learning
Big Data
ML/AI
https://cognitiveclass.ai/courses/
MOOC
6/17/2018
You can learn at your own pace and they are free.
Foundations of Machine Learning
ML/AI
Python
https://bloomberg.github.io/foml/#home
MOOC
Github
7/12/2018
Lots of structured resource by the CTO of Bloomberg.
Foundations of Data Analysis - Part 2: Inferential Statistics
R
Statistics
https://eu.udacity.com/course/data-analysis-with-r--ud651
MOOC
Edx
7/4/2018
Continuation of Foundations of Data Analysis - Part 1: Statistics Using R
Foundations of Data Analysis - Part 1: Statistics Using R
Statistics
R
https://www.edx.org/course/foundations-data-analysis-part-1-utaustinx-ut-7-11x-0
MOOC
Edx
7/4/2018
Very hands-on course. Focus on exploring data using R.
Flatiron School Data Science Bootcamp Prep
Data Science
https://flatironschool.com/programs/free-data-science-bootcamp-prep/
MOOC
7/26/2018
Some free courses in Data Science!
Fat Chance: Probability from the Ground Up
Statistics
https://www.edx.org/course/fat-chance-probability-from-the-ground-up
MOOC
Edx
7/4/2018
Harvard course on Probability. Suitable for complete beginners. Enjoyable and engaging.
Fat Chance: Probability from the Ground Up
Statistics
https://www.edx.org/course/fat-chance-probability-from-the-ground-up?utm_source=email&utm_medium=partner-marketing&utm_content=email-harvardx-broadcast-june&utm_campaign=harvardx
MOOC
Edx
7/4/2018
Created specifically for those who are new to the study of probability, or for those who are seeking an approachable review of core concepts prior to enrolling in a college-level statistics course, Fat Chance prioritizes the development of a mathematical mode of thought over rote memorization of terms and formulae.
Entire Path to an Education in Computer Science
Computer Science
https://ossu.firebaseapp.com/#/curriculum
MOOC
6/12/2018
Discrete-mathematics-learn-discrete-math
Statistics
Computer Science
https://www.udemy.com/discrete-mathematics-learn-discrete-math/?couponCode=GOODGUY2
MOOC
Udemy
6/18/2018
Deep Learning A-Z™: Hands-On Artificial Neural Networks
ML/AI
https://www.udemy.com/deeplearning/?siteID=MvgeIURTJ.Q-wueEiLcurGOCgFgu_uu0fg&LSNPUBID=MvgeIURTJ*Q
MOOC
Udemy
6/12/2018
Data Visualization for Storytelling and Discovery
Data Visualization
https://journalismcourses.org/DE0618.html
MOOC
7/2/2018
Although its main audience is journalists, it is a great opportunity for anyone to learn how to craft a visual story out of data. I think storytelling plays a major part in any data job in the context of business. Knowing data cleanup, manipulation & doing other stuff to data are all great skills but knowing the what & how of presenting the results is equally important.
Data Structures & Algorithms in Python | Udacity
Interview Prep
Computer Science
Python
Coding
https://eu.udacity.com/course/data-structures-and-algorithms-in-python--ud513
MOOC
Udacity
7/4/2018
Learn Python Data Structures and Algorithms
Data Science: Productivity Tools
Data Science
https://www.edx.org/course/data-science-productivity-tools-harvardx-ph125-5x?utm_source=email&utm_medium=partner-marketing&utm_content=email-harvardx-broadcast-june&utm_campaign=harvardx
MOOC
Edx
6/21/2018
Data science projects involve keeping track of many data files and analysis scripts. Learn GitHub, git, Unix/Linux and RStudio to keep your projects organized and produce reproducible reports
Data Science Specialization by John Hopkins
Data Science
https://www.coursera.org/specializations/jhu-data-science?siteID=MvgeIURTJ.Q-iYcw27_qwvJh2EBlxCAO0A&utm_content=1&utm_medium=partners&utm_source=linkshare&utm_campaign=MvgeIURTJ*Q
MOOC
Coursera
6/12/2018
Nine-course introduction to data science, developed and taught by leading professors.
Data Science Math Skills
Data Science
https://www.youtube.com/watch?v=lW-QNVuNkc8
MOOC
Coursera
7/1/2018
! This course is designed to teach learners the basic math you will need in order to be successful in almost any data science math course and was created for learners who have basic math skills but may not have taken algebra or pre-calculus. Data Science Math Skills introduces the core math that data science is built upon, with no extra complexity, introducing unfamiliar ideas and math symbols one-at-a-time.
Data Science Comprehensive Guide
Data Science
https://github.com/P1xt/p1xt-guides/blob/master/data-science.md
MOOC
Github
6/12/2018
Curriculum covering Data Science topics relevant to Machine Learning, Bioinformatics, and Artificial Intelligence. Includes necessary background in mathematics and the sciences.
Data Analysis with R | Udacity
R
Data Science
https://eu.udacity.com/course/data-analysis-with-r--ud651
MOOC
Udacity
7/4/2018
Exploratory Data Analysis is an important part of Data Science.
Data Analysis for Life Science
Data Science
https://www.edx.org/xseries/data-analysis-life-sciences?utm_source=email&utm_medium=partner-marketing&utm_content=email-harvardx-broadcast-june&utm_campaign=harvardx
MOOC
Edx
7/7/2018
Currently, biomedical research groups around the world are producing more data than they can handle. The training and skills acquired by taking the Data Analysis for Life Sciences XSeries will result in greater success in biological discovery and improving individual and population health. In this XSeries, you will gain the tools to analyze and interpret life sciences data. You will learn the basic statistical concepts and R programming skills necessary for analyzing real data. R is an open s
Computer Science
Computer Science
https://lagunita.stanford.edu/courses/Engineering/CS101/Summer2014/about
MOOC
6/12/2018
Complete Python Bootcamp
Python
https://www.udemy.com/complete-python-bootcamp/?siteID=MvgeIURTJ.Q-soq60ZhD2qdFlHK6PgRWDw&LSNPUBID=MvgeIURTJ*Q
MOOC
Udemy
6/12/2018
CodeAcademy Python course (among others)
Python
https://www.codecademy.com/learn/learn-python
MOOC
6/17/2018
Really neat course for learning Python (and other languages), gives you a set of problems to work through and explains the basic concepts of Python. Thoroughly enjoyed doing this course, hope you do too!
Cloning Flappy Bird
Computer Science
https://www.udemy.com/flappy-bird-sfml/?couponCode=FLAP-FREE&siteID=e.IPzE43Ui8-GAJAthNOdXJHblEKVd2goA&LSNPUBID=e*IPzE43Ui8
MOOC
Udemy
7/6/2018
A good side project for students!
Big Data Specialization
Big Data
https://www.coursera.org/specializations/big-data?siteID=MvgeIURTJ.Q-KbmC4wByW_WuiULjviFI4A&utm_content=1&utm_medium=partners&utm_source=linkshare&utm_campaign=MvgeIURTJ*Q
MOOC
Coursera
6/12/2018
Beginner's Guide to R: Introduction
R
https://www.computerworld.com/article/2497143/business-intelligence/business-intelligence-beginner-s-guide-to-r-introduction.html?page=2
MOOC
6/23/2018
Artificial Intelligence A-Z™: Learn How To Build An AI
ML/AI
https://www.udemy.com/artificial-intelligence-az/?siteID=MvgeIURTJ.Q-rHQzYNQRBoAMSk8_cToXpQ&LSNPUBID=MvgeIURTJ*Q
MOOC
Udemy
6/12/2018
Applied Data Science with Python Specialization by University of Michigan
Python
https://www.coursera.org/specializations/data-science-python?siteID=MvgeIURTJ.Q-L68L95_BOq6_WuXPTkHeCw&utm_content=10&utm_medium=partners&utm_source=linkshare&utm_campaign=MvgeIURTJ*Q
MOOC
Coursera
6/12/2018
Algorithm Specialization
ML/AI
https://www.coursera.org/specializations/algorithms?siteID=MvgeIURTJ.Q-R3NZ3iw31xqkQtvkbxmF.w&utm_content=1&utm_medium=partners&utm_source=linkshare&utm_campaign=MvgeIURTJ*Q
MOOC
Coursera
6/12/2018
18 best artificial intelligence courses, tutorial and training
ML/AI
https://www.jadirectives.com/artificial-intelligence-courses/
MOOC
6/25/2018
This link contains some best Artificial Intelligence Courses, tutorials, and training are offered by a number of massive open online course (MOOC) providers like Udemy, Coursera, and edX.
Introduction to Computer Science and Programming Using Python
Computer Science
Python
https://www.edx.org/course/introduction-computer-science-mitx-6-00-1x-11
MOOC
7/4/2018
Get better at Python and learn some Computer Science concepts along with basic algorithms
Learning How to Learn
Career
Notes
https://www.coursera.org/learn/learning-how-to-learn
MOOC
Practice
Video
Coursera
6/17/2018
Great for learning tips on how to memorize/enhance learning.
Kaggle Learn - Python
Computer Science
Data Science
Python
Coding
https://www.kaggle.com/learn/python
MOOC
Practice
Resource List
Kaggle
7/17/2018
A great refresher on python!
List of All Scholarship Nanodegree Courses
Udacity
General
https://discussions.udacity.com/t/list-of-all-scholarship-nanodegree-courses-accessible-right-now-and-free/839996
MOOC
Resource List
Udacity
7/24/2018
It's a list of all the courses comprised in each scholarship Nanodegree -- Data Foundations, Business Analyst, and Data Analyst. They are accessible and free. They don't include projects nor certificate, but you do get all the knowledge. :)
Youtube videos about descriptive statistics
Statistics
https://www.youtube.com/results?search_query=descriptive+statistics
Video
Youtube
6/12/2018
What is Query Language ?
SQL
https://www.youtube.com/watch?v=WQG6QGwnEIg
Video
Youtube
7/3/2018
This video (from University of Minnesota) it explain in simple and short way what is Query Language and how nowadays it known as “Universal Data speak”.
What Is Data Science?
Data Science
https://www.youtube.com/watch?v=S-T2-ir6TPA
Video
Youtube
6/12/2018
What is data models and whta stages to build one?
Data Science
https://www.youtube.com/watch?v=RJ9TpkWKyU0
Video
Youtube
7/3/2018
comparison have been made to explain the difference between each stage which makes it very clear and easy to understand what is data model and what the stage needed it to build one?
What Does a Data Scientist Do?
Data Science
https://www.youtube.com/watch?v=vowXaEDh1uk
Video
Youtube
6/12/2018
Video that answers the question: "What Does a Data Scientist Do?"
Tips to Learn How to Code
Coding
https://www.youtube.com/watch?v=PfLBugPdgSk&feature=youtu.be
Video
Youtube
7/6/2018
Great tips and resources for coding beginners
The best stats you've ever seen | Hans Rosling
Statistics
https://www.youtube.com/watch?v=hVimVzgtD6w
Video
Youtube
6/12/2018
Statistics and probability
Statistics
https://www.khanacademy.org/math/statistics-probability
Video
Khan Academy
6/12/2018
Python List: A Complete Tutorial [Video]
Python
https://youtu.be/9rLdQP3g4fw
Video
Youtube
7/11/2018
Lots of information on Python lists!!!
python For bignners
Python
https://www.youtube.com/watch?v=rfscVS0vtbw
Video
Youtube
7/11/2018
it's for people who don't have programming experience, it's a great move towards python because of its concise codes. It's mostly the primary language used in data science. It will be a fun learning.
PYHTON(LESSON 26) - Iterables, List Comprehensions, Generators
Python
https://www.youtube.com/watch?v=SFCiaBKwkE4
Video
Youtube
7/21/2018
Great for those having a hard time understanding iterables vs iterators and generators,
Multivariable calculus
Multivariable Calculus
https://www.khanacademy.org/math/calculus-home/multivariable-calculus
Video
Khan Academy
6/12/2018
Mathematics of Machine Learning
ML/AI
https://www.youtube.com/watch?v=8onB7rPG4Pk
Video
Youtube
7/13/2018
A great explanation of why we need to learn mathematics in order to excel in machine learning!
Mastering Python
Python
https://drive.google.com/drive/folders/1TH7UCmFv4Y7HdAao0JquVMUKxl8Q7XHh
Video
6/23/2018
It helps people understand python more after learning on udacity!
Machine Learning Lectures from the European Space Agency
ML/AI
Python
https://github.com/jmartinezheras/2018-MachineLearning-Lectures-ESA
Video
Github
7/1/2018
It introduces people to machine learning algorithms like Support Vector Machines, Decision Trees, Neural Networks, Deep Learning stuff, etc.
Linear Algebra
Linear Algebra
https://www.khanacademy.org/math/linear-algebra
Video
Khan Academy
6/12/2018
introduction to jupyter
Python
Data Visualization
https://www.youtube.com/watch?v=q_BzsPxwLOE
Video
Youtube
7/14/2018
a quick introduction to Jupyter , really ..it worth time to watch it !
Intro to Data Science
Data Science
https://www.youtube.com/watch?v=ZB38GB4EF7s
Video
Youtube
6/12/2018
Trailer for the Intro to Data Science course on Udacity, a self-paced introductory course where you'll learn what it takes to become a data scientist:
How to become a data scientist in 6 months
Data Science
Experience
https://youtu.be/aio6wCCwHSc
Video
Youtube
6/29/2018
A really great realistic talk on how to become a Data Scientist in a short time.
Gilbert Strang lectures on Linear Algebra (MIT)
Linear Algebra
https://www.youtube.com/playlist?list=PL49CF3715CB9EF31D
Video
Youtube
6/12/2018
Free Python Bootcamp on Udemy (Limited Time Offer)
Python
https://www.udemy.com/pythonbootcamp/?couponCode=FREE4AWEEK
Video
Udemy
7/6/2018
It is a new Python course and the author is making it free for a limited time.
Data Cleaning with Python Tutorial
Data Science
Python
https://www.youtube.com/watch?v=c5eGeQZRqAI
Video
6/26/2018
This a tutorial video that shows how to prepare data for a machine learning project. Great resource to understand the importance of knowing how to use Data Science + Python in Machine Learning Projects
Crash course statistics preview
Statistics
https://www.youtube.com/watch?v=zouPoc49xbk&list=PL8dPuuaLjXtNM_Y-bUAhblSAdWRnmBUcr
Video
6/12/2018
Computer Science Videos
Computer Science
https://www.youtube.com/channel/UCRjTEkDLPREZNlREZMlotMQ
Video
Youtube
6/12/2018
Computer Science Videos
Computer Science
https://www.youtube.com/channel/UCDD0bZ4NS6AayT-VLMmILHg
Video
Youtube
6/12/2018
CogX
ML/AI
Ethics
https://www.youtube.com/c/cognitionx
Video
Youtube
6/16/2018
Huge Conference on AI, Ethics, Cutting Edge Use Cases, etc
A Comprehensive Data Science Intro
Career
Data Science
https://www.youtube.com/watch?v=KxryzSO1Fjs
Video
6/22/2018
It is a very simple way to learn about data science. only takes 1 hour. can give you a quick overview for the data science career
7 Steps of ML
ML/AI
https://www.youtube.com/watch?v=nKW8Ndu7Mjw&feature=youtu.be
Video
Youtube
6/12/2018
3Blue1Brown Math Videos
Linear Algebra
Multivariable Calculus
https://www.youtube.com/channel/UCYO_jab_esuFRV4b17AJtAw
Video
Youtube
7/4/2018
Intuition on Math Concepts and great visualisations
python learning (in Arabic)
Python
https://www.youtube.com/watch?v=7sJ9hQYpkbU&list=PLYW0LRZ3ePo7C7J7YvQc2fubaRK08r_40&index=1
Video
Youtube
6/25/2018
AWS Online Tech Talks for July 2018
Data Science
Computer Science
Big Data
Statistics
ML/AI
https://aws.amazon.com/about-aws/events/monthlywebinarseries/?&trk=em_a131L000005jgaMQAQ&trkCampaign=WEBINARSERIES&sc_channel=em&sc_campaign=GLB-WBNR-AWS-OTT-2018-07-00-DG-A&sc_medium=em_93707&sc_outcome=PaaS_Digital_Marketing&sc_geo=NAMER&sc_country=mult&sc_content=AWS_Webpage&mkt_tok=eyJpIjoiTnpKaU1qQTNaV016TURNMiIsInQiOiJ3YU5QMFhIWVp3N3hnR09oWTU5dnhWTHNLcTBjTDZjMG9GQ3hDeUppR1pjRTZkNE43Q0RERWxqN1R1N24yN2dva0dzVlUyZzNXS29VUUttWHNXMVVaV2F0MVVpd2dSaW9LaXZKeHl6Wk9TVHpxUFF2a1RDY0p6ek5DNmdza25LMGxNS1dlTDVGczJuNVwvbXRhXC96c2lmZz09In0%3D
Video
Event
Discussions
Tool
7/9/2018
AWS Online Tech Talks are live, online presentations that cover a broad range of topics at varying technical levels. These tech talks, led by AWS solutions architects and engineers, feature technical deep dives, live demonstrations, customer examples, and Q&A with AWS experts.
Top SQL Books
SQL
https://www.datapine.com/blog/best-sql-books/
EBook
6/18/2018
Think Python (second edition)
Python
https://greenteapress.com/wp/think-python-2e/
EBook
7/4/2018
Think Python 2nd Edition by Allen B. Downey
The quest for artificial intelligence
ML/AI
http://ai.stanford.edu/~nilsson/QAI/qai.pdf
EBook
6/20/2018
The Logic of Chance_John Venn
Data Science
https://www.facebook.com/download/preview/175887913100118
EBook
Facebook
6/15/2018
The Elements of Statistical Learning
Statistics
https://web.stanford.edu/~hastie/Papers/ESLII.pdf https://web.stanford.edu/~hastie/ElemStatLearn/
EBook
6/12/2018
SticiGui
Statistics
https://www.stat.berkeley.edu/~stark/SticiGui/
EBook
7/10/2018
Interactive coursebook with videolessons , tools, exercises covering the basics of statistics.
Statistics-LR book
Statistics
https://drive.google.com/file/d/1dubIdQ9rrGrzv0B5ugYCaUCUQpx7qWse/view?usp=sharing
EBook
6/21/2018
Statistics in Plain English book
Statistics
https://drive.google.com/file/d/1DE-9sedEMEXG2NAsa_cbPZlOgr1l2UMU/view?usp=sharing
EBook
6/21/2018
Statistics
Statistics
http://www.pearltrees.com/xingg/books-introduction-science/id20550246/item225265124
EBook
6/12/2018
Statistical Software Engineering
Statistics
https://www.nap.edu/topic/
EBook
6/20/2018
R for Data Science
R
http://r4ds.had.co.nz/index.html
EBook
7/15/2018
This e-book contains knowledge about R, I think it is great!
Python: 3 Manuscripts in 1 book (Kindle edition is free)
Python
https://www.amazon.com.mx/Python-Manuscripts-Programming-Beginners-Intermediates-ebook/dp/B07CQPHC1N/ref=sr_1_124?s=digital-text&ie=UTF8&qid=1529109627&sr=1-124
EBook
6/20/2018
Python Programming For Beginners - Python Programming For Intermediates - Python Programming for Advanced (English Edition)
Python Data Science Handbook
Python
https://jakevdp.github.io/PythonDataScienceHandbook
EBook
Github
6/12/2018
Online Statistics Education: An Interactive Multimedia Course of Study
Statistics
http://onlinestatbook.com/2/index.html
EBook
6/12/2018
Network science
Data Science
http://networksciencebook.com/
EBook
7/10/2018
It gives a rather complete introduction to network science; which might help someone to understand their data better down the road :)
Naked Statistics: Stripping the Dread from the Data by Charles Wheelan
Statistics
https://www.amazon.com/Naked-Statistics-Stripping-Dread-Data-ebook/dp/B007Q6XLF2
EBook
6/22/2018
This book explains about how to statistics is relavant to our daily lives and how statistics can go wrong. It is a great read because the content is relatable to our daily lives, which makes us view things in a new perspective.
Multivariate Statistics Concepts, Models, and Applications, 2nd Edition
Statistics
http://psychstat3.missouristate.edu/Documents/MultiBook3/mbk.htm
EBook
6/20/2018
Modern_Database_Management_11th_Edition
Computer Science
https://drive.google.com/open?id=1Iu9lNdN-xxkRfCvRmPlpa9-myaAPV6Xd
EBook
6/15/2018
Mining of Massive Datasets
Data Science
http://infolab.stanford.edu/~ullman/mmds/bookL.pdf
EBook
6/18/2018
Machine Learning, Neural and Statistical Classification
Statistics
http://www1.maths.leeds.ac.uk/~charles/statlog/
EBook
6/20/2018
Machine Learning Yearing chp 2
ML/AI
https://gallery.mailchimp.com/dc3a7ef4d750c0abfc19202a3/files/91f11a9a-09d8-475f-9cfa-6d0e98e17b5e/Ng_MLY02.pdf
EBook
6/12/2018
Machine Learning Yearing chp 1
ML/AI
https://gallery.mailchimp.com/dc3a7ef4d750c0abfc19202a3/files/704291d2-365e-45bf-a9f5-719959dfe415/Ng_MLY01.pdf
EBook
6/12/2018
Machine Learning books
ML/AI
https://drive.google.com/drive/folders/12jmmvKriJxSriMcxFemTJFDyeWNj6ZTp
EBook
Forum
7/20/2018
This drive consists of various books on Machine Learning starting form basics and is really helpful for people aiming to build career in ML.
Learning to program with Python (third and fifth editions)
Python
http://inforef.be/swi/python.htm
EBook
6/20/2018
the digital versions of Gérard Swinnen's book "Learning to program with Python" (third and fifth editions)
Learning Python - By Fabrizio Romano
Python
https://drive.google.com/open?id=1RJc-ZM8KDkjz_5-iU60XbX0MagS0SW63
EBook
6/23/2018
It's an EBook for people who have never used Python before. It's a great way to keep practicing when there are no computers nearby!
Learn Python 3 the Hard Way
Python
https://program.bruintech.org/wp-content/uploads/2018/01/learn-python3-the-hard-way-jul-4-2017.pdf
EBook
6/12/2018
Introductory Statistics Concepts, Models, and Applications
Statistics
http://psychstat3.missouristate.edu/Documents/IntroBook3/sbk.htm
EBook
6/20/2018
Introduction: A Byte of Python
Python
https://python.swaroopch.com/
EBook
6/17/2018
Introduction to Statistical Learning
Statistics
http://www-bcf.usc.edu/~gareth/ISL/ISLR%20Seventh%20Printing.pd
EBook
6/20/2018
Introduction to Applied Linear Algebra – Vectors, Matrices, and Least Squares
Linear Algebra
https://web.stanford.edu/~boyd/vmls/
EBook
6/12/2018
Intro to Pandas Data Structures
Pandas
http://www.gregreda.com/2013/10/26/intro-to-pandas-data-structures/
EBook
6/12/2018
Handbook for a Statistics Project
Statistics
http://psychstat3.missouristate.edu/Documents/HandBook3/hbk.htm
EBook
6/20/2018
From Algorithms to Z Scores
Data Science
http://heather.cs.ucdavis.edu/~matloff/132/PLN/probstatbook/ProbStatBook.pdf
EBook
6/20/2018
Free eBooks on a daily basis
Data Science
Coding
Computer Science
https://www.packtpub.com/packt/offers/free-learning
EBook
7/20/2018
Good collection of free Data Science eBooks, Technology eBooks, Coding eBooks on a daily basis.
Forecasting: Principles and Practice
Data Science
https://otexts.org/fpp2/
EBook
6/20/2018
Forecasting: Principles and Practice
Data Science
R
https://otexts.org/fpp2/
EBook
6/24/2018
The book is written for three audiences: (1) people finding themselves doing forecasting in business when they may not have had any formal training in the area; (2) undergraduate students studying business; (3) MBA students doing a forecasting elective.
For all Ebooks
Career
pdfdrive.net
EBook
6/24/2018
Here you can download almost all the book as ebook so this is a great for anyone. There also many different languages so it's just amazing thing. Thanks
Engineering Statistics Handbook
Statistics
https://www.itl.nist.gov/div898/handbook/
EBook
6/20/2018
EBooks for Data Science and ML
Data Science
ML/AI
http://www.pearltrees.com/tessaklr/science-machine-learning/id20505924
EBook
6/12/2018
Deep Learning
ML/AI
http://www.deeplearningbook.org/
EBook
6/12/2018
Data Science from Scratch First Principles...
Data Science
https://www.facebook.com/download/preview/622834621383705
EBook
Facebook
6/15/2018
Data Science by Lillian Pierson (2nd Edition)
Data Science
https://www.dummies.com/store/product/Data-Science-For-Dummies-2nd-Edition.productCd-1119327636.html
EBook
7/13/2018
A clear, simple whirlwind tour on Data Science, it's specific terms, processes, applications, tools. Good place for beginners to start and get an overview over the whole field.
Data Science at the Command Line
Computer Science
Data Science
Python
SQL
https://www.datascienceatthecommandline.com/index.html
EBook
6/17/2018
Great resource for improving your data science workflow.
Cookbook on Probability and Statistics
Statistics
http://pages.cs.wisc.edu/~tdw/files/cookbook-en.pdf
EBook
6/20/2018
Collection of free books from Oby Green Tea Press
ML/AI
http://greenteapress.com/wp/
EBook
6/12/2018
Collection of free books
Data Science
https://www.oreilly.com/data/free/
EBook
6/12/2018
Compiles a list of free Data Science Ebooks
CAST-Computer-Assisted Statistics Textbooks
Statistics
cast.massey.ac.nz
EBook
Forum
7/23/2018
It gives a much broader understanding on Statistics especially in terms of Describing Data well.
Books for Data Mining, ML and others
Computer Science
https://lm.facebook.com/l.php?u=https%3A%2F%2Fdrive.google.com%2Fdrive%2Fu%2F0%2Fmobile%2Ffolders%2F0B3Qd1rlyIyR5bHo0dENpM1lSclk%2F0B3Qd1rlyIyR5RHdHYWtNdU1OSTg%2F0B-naBPVFnJB-OEw1U3VzTGVTTk0%3Fsort%3D13%26direction%3Da&h=AT3v9H3IZ5K3yRagCgiH8kcG1Co7j7O_Ob5DReaQhetv_vlSRJlH9uH2hEYAyzoYyf5Dcr0O_82A6UPSAjRgdWy4tHoSURlIPs5rfHVICIM8XfevQy9wjWh9L3R_5GMjXOu5fxUGYw
EBook
6/28/2018
Big Data and Health - Data Sovereignty as the Shaping of Informational Freedom
Data Science
Big Data
Ethics
https://www.ethikrat.org/fileadmin/Publikationen/Stellungnahmen/englisch/opinion-big-data-and-health-summary.pdf
EBook
6/29/2018
This is the English summary of the German Ethics Council's report on the ethical challenges arising from the transformations Big Data and data science are causing in the health sector.
Automate the Boring Stuff with Python
Python
https://automatetheboringstuff.com/
EBook
6/12/2018
Applied linear statistical
Statistics
https://drive.google.com/open?id=1kVJGrxXUOj9sNx8Z36wRdjkXht4eEQXa
EBook
6/15/2018
Andrew Ng: "Machine Learning Yearning" (all available chapters)
ML/AI
https://gallery.mailchimp.com/dc3a7ef4d750c0abfc19202a3/files/0a48f681-1d85-48f7-bddc-f54f29ba1d37/NG_MLY01_08.pdf
EBook
6/20/2018
This is a draft version of Andrew Ng's book on ML. He's constantly updating / adding new chapters. I've read quite a lot of it and find it very useful for learning about artificial neural networks etc.
Algorythms in a Nutshell
ML/AI
http://www.pearltrees.com/tessaklr/science-machine-learning/id20505924 http://www-bcf.usc.edu/~gareth/ISL/
EBook
6/12/2018
A Byte of Python by swaroopch
Python
https://legacy.gitbook.com/book/swaroopch/byte-of-python/details
EBook
Github
7/4/2018
This will especially be helpful for all those who are new to python.
100+ Free Data Science Books
Data Science
https://www.learndatasci.com/free-data-science-books/
EBook
6/13/2018
100+ Free Data Science Books
Data Science
https://www.learndatasci.com/free-data-science-books/
EBook
7/4/2018
Pulled from the web, here is a our collection of the best, free books on Data Science, Big Data, Data Mining, Machine Learning, Python, R, SQL, NoSQL and more
100+ Free Data Science Books
Data Science
https://www.learndatasci.com/free-data-science-books/
EBook
7/11/2018
A huge collection of the best, free books on Data Science, Big Data, Data Mining, Machine Learning, Python, R, SQL, NoSQL and more all collected from the web and they are free!
Visualising Data: A Handbook for Data Driven Design
Data Visualization
http://book.visualisingdata.com/home
EBook
Tool
Practice
6/21/2018
Book and companion website about Data Visualisation providing readers with additional references, resources, exercises and case study
How to Think Like a Computer Scientist: Interactive Edition
Python
Computer Science
https://runestone.academy/runestone/static/thinkcspy/index.html
EBook
Practice
6/16/2018
This book teaches you how to think like a computer scientist using Python. While it teaches the basic (and maybe even intermediare) of Python, it also teaches logic and problem solving. It's great to support the Python lessons and help you during this part of the challenge. The book is free and interactive, with different types of exercises and the corrections are available (there are comments as well). Some of the topics are: Simple Python Data, Debugging, Python Turtle Graphics, Python Modules
CS Principles: Big Ideas in Programming
Computer Science
Python
Data Science
https://runestone.academy/runestone/static/StudentCSP/index.html
EBook
Practice
6/16/2018
# Includes Madlib and Data lessons A free and interactive book that uses Python to teach from the basics to more advanced concepts of CS, including Data and Madlib. There are tons of exercise and also exams. The method is friendly and you don't need to be an expert to first approach the book as they begin to build the new topics on what you're learning throughout the lessons.
CS for All
Computer Science
Python
https://www.cs.hmc.edu/csforall/
EBook
Practice
6/16/2018
A free and interactive book using Python to teach CS concepts in a very friendly way. It's for beginners and it's a great support for the Python bit of the challenge if you're finding it hard to keep up with the exercises and topics with only the video lessons.
Problem Solving with Algorithms and Data Structures using Python
Computer Science
Python
Interview Prep
https://runestone.academy/runestone/static/pythonds/index.html
EBook
Practice
Interview Prep
6/16/2018
Problem solving and knowing how to deal with algorithms and data structures are fundamental skills in any career related to tech. This is another free and interactive book that teaches these topics using Python. There are exercises with solutions and comments from another readers. Their method is really straight forward and friendly. You don't need to be an expert to understand and learn!
Free Data Science Resources for Beginners
Data Science
https://elitedatascience.com/data-science-resources
EBook
MOOC
6/13/2018
24 Data Science Resources to Keep Your Finger on the Pulse
Data Science
https://blog.udacity.com/2014/12/24-data-science-resources-keep-finger-pulse.html
EBook
MOOC
Practice
6/13/2018
Statistics Essentials
Statistics
https://www.pdfdrive.net/statistics-essentials-e12111684.html
EBook
PDF
6/25/2018
It really simplifies normal distribution and most of the statistics problems in the course for anyone who had a hard time like me.
Head First Statistics - PDF Books
Statistics
https://www.facebook.com/download/preview/384708358679019
EBook
PDF
Facebook
6/15/2018
This Week in Machine Learning and AI Podcast
ML/AI
Career
https://twimlai.com/
Podcast
Youtube
7/4/2018
Although it is in parts very technical and I do not understand every detail, you can gain tons of insights in the world of Machine Learning and Artificial Intelligence and how they are applied in businesses. It is available on Youtube, Apple Podcasts, Soundcloud and Facebook.
Talk Python To Me- By Michael Kennedy(@mkennedy)
Python
https://talkpython.fm/episodes/all
Podcast
6/28/2018
This amazing weekly podcast covers a wide array of Python topics as well as many related topics in a casual conversation with industry experts.
Superdatascience
Data Science
https://www.superdatascience.com
Podcast
6/12/2018
Superdatascience
Data Science
https://www.superdatascience.com/podcast/
Podcast
6/12/2018
Storytelling With Data Podcast
Data Visualization
http://www.storytellingwithdata.com/podcast/
Podcast
6/20/2018
The podcast "covers topics related to data storytelling, better presentations, and all things data viz."
O'Reilly Data Podcast
Data Science
https://www.oreilly.com/topics/oreilly-data-show-podcast
Podcast
6/19/2018
Podcast discussing trends and issues in the data science, machine learning and artificial intelligence space. I am learning a lot about the entire data pipeline as well as how data is used.
Linear Digressions
Data Science
http://lineardigressions.com/
Podcast
6/12/2018
DataFramed (DataCamp’s official podcast)
Data Science
https://www.datacamp.com/community/podcast
Podcast
Datacamp
6/12/2018
Data Skeptic
Data Science
https://dataskeptic.com/podcast
Podcast
6/12/2018
BigData Brazilian PodCast
Data Science
Big Data
http://pizzadedados.com/
Podcast
6/18/2018
This podCast is currently the most focused on Big Data in Brazil and is a powerful tool for career guidance
Becoming a Data Scientist
Computer Science
Career
Coding
Data Science
Experience
Big Data
Statistics
Data Visualization
https://www.becomingadatascientist.com/category/podcast/
Podcast
6/20/2018
These podcast are amazing. They were filmed by important scientists in their fields. Every podcast is a different issue. Really, Amazing!
Thread for Data Cheatsheets
Data Science
Coding
https://discussions.udacity.com/t/data-science-cheat-sheets/736756
Cheatsheet
Forum
6/13/2018
Forum post that includes links to Data Science Cheatsheets
SQL Tutorial - Friendly tips to help you learn SQL
SQL
http://www.wagonhq.com/sql-tutorial
Cheatsheet
7/23/2018
Useful reference for wide range of SQL topics including: Calculating a Joint Distribution in SQL, Creating a Histogram in SQL, Calculating Percentiles in SQL, and others.
SQL Cheat Sheet
SQL
https://www.kdnuggets.com/2018/07/sql-cheat-sheet.html
Cheatsheet
Forum
7/4/2018
"A good programmer or software developer should have a basic knowledge of SQL queries in order to be able retrieve data from a database. This cheat sheet can help you get started in your learning, or provide a useful resource for those working with SQL." Quoted from the article By Dan Clark, KDnuggets.
Python Libraries Comparison
Python
https://drive.google.com/file/d/1xsTwYv9aqeh0BTMyx8VHTF346mJZqWLf/view?usp=sharing
Cheatsheet
6/21/2018
Python For Data Science Cheat Sheet
Data Science
Python
https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PythonForDataScience.pdf
Cheatsheet
Datacamp
7/16/2018
This cheatsheet includes the basics of Python, I find it very useful.
Python Errors
Python
https://bertelsmanndataschol.slack.com/files/UAKSCAZ51/FBPQVK8DP/python_errors.pdf
Cheatsheet
Slack
7/14/2018
29 common beginner Python errors on one page
Python 3 cheet sheet
Python
https://drive.google.com/file/d/1G5pZZTfR0-d4AvOM6cSDEhOUruUErNSn/view?usp=sharing
Cheatsheet
6/27/2018
Short and sweet!
PANDAS Cheat sheets
Python
https://www.datacamp.com/community/blog/pandas-cheat-sheet-python
Cheatsheet
Datacamp
6/18/2018
Numpy Cheat Sheet
Data Science
https://drive.google.com/file/d/1AuFWX_ZiuE-fr8NeupwES260J816OsXf/view
Cheatsheet
6/15/2018
Python cheat sheet that provides a quick reference for beginners
Data Science Cheatsheets from Datacamp
Data Science
https://www.datacamp.com/community/data-science-cheatsheets
Cheatsheet
Datacamp
6/12/2018
Compiles a list of Data Science related cheatsheets
Cheat sheets conversion between Python, R and Matlab
R
Python
http://mathesaurus.sourceforge.net/
Cheatsheet
7/29/2018
Handy conversion cheat sheet between 3 common languages
The Data Visualisation Catalogue
Data Visualization
https://datavizcatalogue.com/
Cheatsheet
Tool
7/6/2018
Not sure what type of visualization to use for your data project? Here's a source that lists 60 types of visualizations and discusses when to use them.
Data Viz Project
Data Visualization
http://datavizproject.com/
Cheatsheet
Tool
Blog
Article
Resource List
6/29/2018
Beautiful inspiration for choosing and creating all kinds of graphs. Providing many examples.
Cheat Sheets Hub
Computer Science
Data Science
R
Statistics
ML/AI
Python
SQL
Hadoop
Coding
http://www.cheat-sheets.org/
Cheatsheet
Resource List
7/7/2018
All cheat sheets, round-ups, quick reference cards, quick reference guides and quick reference sheets in one page. The only one you need.
Why The Future of Data Science Is Data Psychology
Data Science
https://www.rtinsights.com/why-the-future-of-data-science-is-data-psychology/
Article
Udacity
7/15/2018
Why The Future of Data Science Is Data Psychology
What is Code by Paul Ford
Coding
Computer Science
https://www.bloomberg.com/graphics/2015-paul-ford-what-is-code/
Article
7/24/2018
A Bloomberg Businessweek in-depth article (take at least one hour and half) about what is coding.
Ultimate guide to deal with Text Data (using Python
Data Science
https://www.analyticsvidhya.com/blog/2018/02/the-different-methods-deal-text-data-predictive-python/
Article
6/25/2018
Preparing data for predictive applications is crucial for the prediction quality of ML algorithms. This article explores the best way to prepare data with Python for macumun efficacy in predictive uses.
The Two Sides of Getting a Job as a Data Scientist
Career
Interview Prep
Data Science
https://www.kdnuggets.com/2018/03/two-sides-getting-job-data-scientist.html
Article
7/5/2018
Interesting article on getting a job in data science from the applicant's and recruiter's perspective
The Self-Taught Data Scientist Curriculum
Data Science
Career
http://www.data-mania.com/blog/self-taught-data-scientist-curriculum/
Article
7/5/2018
It lists the common skills needed to be acquired in order to become a data scientist. There are some links to courses too.
The Big List of DS/ML Interview Resources
Interview Prep
https://towardsdatascience.com/the-big-list-of-ds-ml-interview-resources-2db4f651bd63
Article
6/13/2018
50+ interviews worth of comprehensive Data Science resources
The 50 Best Free Datasets for Machine Learning - Gengo AI
ML/AI
https://gengo.ai/articles/the-50-best-free-datasets-for-machine-learning/?utm_campaign=Data_Elixir&utm_medium=email&utm_source=Data_Elixir_187
Article
6/25/2018
This article contains a list of The 50 Best Free Datasets for Machine Learning.
Text summerization
Data Science
https://rare-technologies.com/text-summarization-in-python-extractive-vs-abstractive-techniques-revisited/
Article
7/19/2018
Describes various text summerization methods, metrics to compare and provides benchmarks.
Statistical formula
Statistics
http://www.statisticshowto.com/probability-and-statistics/statistics-definitions/
Article
6/12/2018
Should I learn C++ or Python?
Python
https://www.quora.com/
Article
7/7/2018
Actually making comparison between the two language makes things clear before getting involved in learning and spend time and efforts and at the end one realize "that's not what i was seeking for"
Security Considerations when Programming in Python
Python
Coding
https://hackernoon.com/10-common-security-gotchas-in-python-and-how-to-avoid-them-e19fbe265e03
Article
6/24/2018
Every programmer needs to ensure they think about security in all code they write. This article gives the 10 most commonly overlooked security issues that are missed when programming in Python
Rules of ML by Google
ML/AI
https://developers.google.com/machine-learning/guides/rules-of-ml/
Article
7/25/2018
Best Practices for ML Engineering by Google
Red Flags to Avoid During Your Job Search - Glassdoor Blog
Career
Interview Prep
https://www.glassdoor.com/blog/job-search-red-flags/
Article
7/21/2018
A useful article on some of the Red flags that are to be avoided during job search.
Python vs (and) R for Data Science
R
Python
https://blog.usejournal.com/python-vs-and-r-for-data-science-833b48ccc91d
Article
6/26/2018
This article compares Python and R like dominant tools for Data Sciences. The author gives pieces of advice as an average user as well as a Data Science.
Python List Comprehension
Python
https://www.datacamp.com/community/tutorials/python-list-comprehension, http://www.pythonforbeginners.com/basics/list-comprehensions-in-python, https://www.programiz.com/python-programming/list-comprehension
Article
7/5/2018
These link describe the concept of List Comprehension in python.
Python histogram plots in various libraries
Python
Data Visualization
https://realpython.com/python-histograms/
Article
7/3/2018
This includes the methods for implementing histogram for data visualization in different python libraries like seaborn, matplotlib etc.
Pokemon on R
R
Data Visualization
https://towardsdatascience.com/exploratory-analysis-of-pokemons-using-r-8600229346fb
Article
6/27/2018
For those Pokemon's fans, this is a didactic post to practice Data analysis with R.
Learn Python Easy
Python
https://www.coursera.org/learn/python
Article
6/21/2018
These link is very helpful for all student
J.P.Morgan's massive guide to machine learning and big data jobs in finance
Career
https://news.efinancialcareers.com/uk-en/285249/machine-learning-and-big-data-j-p-morgan
Article
6/15/2018
JP Morgan's guide to machine learning and big data jobs in finance (2017)
Iterables vs. Iterators vs. Generators in Python
Python
https://nvie.com/posts/iterators-vs-generators/
Article
7/23/2018
A little pocket reference on iterables, iterators and generators.
Intro to Data Science (articles)
Data Science
https://towardsdatascience.com/intro-to-data-science-part-1-numpy-and-pandas-49d98740661b
Article
6/20/2018
This is a great 3 part article on Numpy and Pandas, Data Wrangling, and Data Analysis.
How to Build a Successful Data Analyst Career
Career
https://www.simplilearn.com/how-to-build-successful-data-analyst-career-article
Article
6/27/2018
Straightforward list of tools you need to master in order to become a successful data scientist
History of Big Data: A Technical Comedy
Big Data
https://dzone.com/articles/history-of-big-data-a-technical-comedy?utm_medium=feed&utm_medium=Sendible&utm_source=feedpress.me&utm_campaign=Feed:%20dzone%2Fbig-data%3Futm_source%3Drss&utm_campaign=RSS
Article
7/1/2018
Interesting article!
Good Data and Machine Learning
ML/AI
https://towardsdatascience.com/data-correlation-can-make-or-break-your-machine-learning-project-82ee11039cc9
Article
7/18/2018
It explains why the quality of data is important at the moment of applying some ML algorithm, suggests methods to analyze the quality of data, correlation and also which algorith would be best for your data in a concise way. A good path to start!
Essential newsletters for data scientists
Data Science
https://towardsdatascience.com/9-essential-newsletters-for-data-scientists-e225e4227318
Article
6/22/2018
Defence Against the Data Arts : Python v/s R
R
Python
https://towardsdatascience.com/defence-against-the-data-arts-python-v-s-r-5f4529c1d90f
Article
6/21/2018
Interesting article, as this is a popular question I’ve seen around: which is better Python or R.
Data Science vs. Big Data vs. Data Analytics
Data Science
https://www.simplilearn.com/data-science-vs-big-data-vs-data-analytics-article
Article
Medium
7/5/2018
A good read to understand the the diffrence between Data Science vs. Big Data vs. Data Analytics
Data Cleaning with Python and Pandas: Detecting Missing Values
Python
Pandas
https://www.dataoptimal.com/data-cleaning-with-python-2018/
Article
6/22/2018
Comprehensive list of data science resources
Data Science
https://www.datasciencecentral.com/group/resources/forum/topics/comprehensive-list-of-data-science-resources
Article
6/16/2018
Comprehensive learning path for a data scientist
Data Science
Data Visualization
Deep Learning
Pandas
Career
Python
https://www.analyticsvidhya.com/learning-paths-data-science-business-analytics-business-intelligence-big-data/learning-path-data-science-python/
Article
7/3/2018
This gives a complete learning path for data science beginner to become an expert. I have seen quite a few but none were closer to this.
Comprehensive Data Science,Machine learning Interview guide you will ever need
Interview Prep
https://www.analyticsvidhya.com/blog/2018/06/comprehensive-data-science-machine-learning-interview-guide/
Article
6/14/2018
Comprehensive Data Science & Machine Learning Interview Guide
Business Ethics and Artificial Intelligence
Ethics
https://www.ibe.org.uk/userassets/briefings/ibe_briefing_58_business_ethics_and_artificial_intelligence.pdf
Article
6/22/2018
The article cover some key questions and framework of fundamental Values and Risks which should be considered when using AI in Business.
Beginner’s guide to Web Scraping in Python (using BeautifulSoup)
Python
https://www.analyticsvidhya.com/blog/2015/10/beginner-guide-web-scraping-beautiful-soup-python/
Article
6/27/2018
Step-by-step guide which will help you to start and scrape your first website!
Automated Feature Engineering in Python
Data Science
ML/AI
https://towardsdatascience.com/automated-feature-engineering-in-python-99baf11cc219
Article
Medium
7/5/2018
Automated feature engineering aims to help the data scientist by automatically creating many candidate features out of a dataset from which the best can be selected and used for training.
Artificial Intelligence Shows Why Atheism Is Unpopular
ML/AI
https://www.theatlantic.com/international/archive/2018/07/artificial-intelligence-religion-atheism/565076/
Article
7/23/2018
Great article that shows how the A.I can help to improve public policies by reading to the real sentiment of the people about a specific theme.
Anomaly Detection
ML/AI
Deep Learning
Statistics
http://cucis.ece.northwestern.edu/projects/DMS/publications/AnomalyDetection.pdf
Article
6/20/2018
If you want to know more about anomaly detection and outliers this article is a good start
A beginners guide to Machine Learning
ML/AI
https://www.linkedin.com/pulse/beginners-guide-machine-learning-randy-lao-/
Article
7/5/2018
This is a great guide for beginners on what is machine learning it includes the basic keywords followed by explanations
A Beginner's Guide to the Data Science Pipeline
Career
Data Science
https://www.linkedin.com/pulse/life-data-science-osemn-randy-lao/
Article
6/27/2018
Useful for beginners; focused on tools, understanding and thinking as a data scientist
5 TOP FREE PYTHON RESOURCES FOR BEGINNERS
Python
https://www.pythoncentral.io/top-5-free-python-resources/
Article
6/20/2018
R2D3: A Visual Introduction to Machine Learning
Deep Learning
Statistics
http://www.r2d3.us/
Article
Tool
6/21/2018
a clear, beautifully designed and beginner-friendly explainer on machine learning. At the moment there are 2 parts: Decision Trees and Bias/Variance; more topics will be added.
33 Brilliant And Free Data Sources Anyone Can Use
Big Data
Data Science
https://www.forbes.com/sites/bernardmarr/2016/02/12/big-data-35-brilliant-and-free-data-sources-for-2016/
Article
Practice
6/23/2018
Speaking Sociologically with Big Data: Symphonic Social Science and the Future for Big Data Research
Big Data
Career
http://journals.sagepub.com/doi/full/10.1177/0038038517698639?utm_source=SAGE_social&hootPostID=f7a66f264a772e51971911f4f9e6ced0&
Article
Research
7/9/2018
This article shows the role of Big data in the Sociology. Many beginner data scientists (myself included) do not come from a computer science background, so it is helpful to identify the pros and cons of this blend of knowledge areas, as well the challenges for humanities careers.
Hitchhiker's Guide to Data Science, Machine Learning, R, Python
R
Data Science
ML/AI
Python
https://www.datasciencecentral.com/profiles/blogs/hitchhiker-s-guide-to-data-science-machine-learning-r-python
Article
Resource List
6/27/2018
A quick way to learn about the key Data Science/AI and ML tools and programming structures.
vonhappatschv1hf's Notes
Statistics
https://docs.google.com/document/d/125aHSNNUXg1DgS436T69ZsbA0VPimpuSRySgg1PU-0A/edi
Lesson Notes
Visualizing Data
Statistics
https://drive.google.com/file/d/16MVLfta33PIVIoIug8uXv8Wdb8tU9plg/view
Lesson Notes
Variability
Statistics
https://drive.google.com/file/d/1BVh31Bk6MLJTpyQNfm7wJadYSLeVNktB/view
Lesson Notes
Tutorials and Quizzes on Github
Python
https://discussions.udacity.com/t/my-tutorials-quizzes-for-descriptive-statistics-lessons-in-python/796491
Lesson Notes
Forum
Statistics Lessons Notes
Statistics
https://drive.google.com/open?id=10mV3olzEPjOZaRIk6p5QL7h765vwecH6
Lesson Notes
Slack
7/28/2018
Notes for all Statistics Lessons
SQL complete course including text, video screenshots and quizzes
SQL
https://drive.google.com/file/d/1lku4mn5v_q1e4T6zNTYYFQE5iZyz4iMM/view?usp=sharing
Lesson Notes
Udacity
7/13/2018
Hi community. I would like to share my notes on the Udacity SQL course with you. Maybe these can help you as a lookup ressource, especially when you are doing the quizzes.
Some Udacity notes (lessons 6 to 14)
Statistics
Notes
https://drive.google.com/file/d/1ElLBLg_D2oqCERiDyPnrvRJr_I2PgOPP/view
Lesson Notes
7/10/2018
Some of my statistics notes. I hope this could help you.
Python_Summary_Lesson26
Python
https://drive.google.com/open?id=1aNBGGQeuYSat3vjWbCZ_J1MZIKsTXxbr
Lesson Notes
7/5/2018
I hope my Summary can help someone in understanding python and it is easier to look the commands up in a document than to go through all the classes and videos :)
Python_Summary_Lesson25
Python
https://drive.google.com/open?id=1ZVqJw4I42gMaKrjFjIkjHouAWLssC3do
Lesson Notes
7/5/2018
I hope my Summary can help someone in understanding python and it is easier to look the commands up in a document than to go through all the classes and videos :)
Python_Summary_Lesson24
Python
https://drive.google.com/open?id=1XUnEibyign_eHo4XluQWII5M2DMLmahU
Lesson Notes
7/5/2018
I hope my Summary can help someone in understanding python and it is easier to look the commands up in a document than to go through all the classes and videos :)
Notes file from the Udacity's Shell Workshop
Udacity
https://github.com/libora6/Notes---Shell-Workshop---Udacity-.git
Lesson Notes
Udacity
7/14/2018
Quick Notes file from the Udacity's Shell Workshop, an easy and fast way of remembering some SHELL commands.
MindMap Lesson 3
Statistics
https://www.facebook.com/notes/bertelsmann-udacity-data-science-scholarship/mindmap-lesson3/451810795242800/
Lesson Notes
Facebook
6/15/2018
Madison.estabrook's Notes
Statistics
https://docs.google.com/document/d/1AJMuS56jNaOSL-NtZdNj3T4vHNQg3jzy-al4RfXcaZo/edit
Lesson Notes
Lesson Notes: Concise and hand-written!
Statistics
https://drive.google.com/open?id=1XFv8jIj0byIhjerYPGt3an-bpDyYjU_C
Lesson Notes
6/28/2018
Lesson 32
SQL
https://docs.google.com/document/d/1rUXUl8G9Y68DWgwHPKBCaZmo9q5_2YR5g3Xg9Ni1Kxw/edit
Lesson Notes
6/8/2018
Lesson 31: SQL Subqueries and Temporary Tables
SQL
https://docs.google.com/document/d/1owuOGl7i3DncuPsI0lMoiYPOgM1nQ-w_G-HHVJ8PeqI/edit
Lesson Notes
Lesson 31 Quiz 10 Step by Step solution
SQL
https://discussions.udacity.com/t/sharing-my-notes-lesson-31-quiz-10-step-by-step-solution/822326
Lesson Notes
Forum
7/27/2018
Beginners of SQL might find the quiz little advanced, I thought extra explanation might make it easier for them
Lesson 30: SQL Aggregations
SQL
https://docs.google.com/document/d/1UvixlO4yHNFoO1AxJbKqsNSFKjYqiCLqA9ywJuydjKQ/edit
Lesson Notes
Lesson 29: SQL Joins
SQL
https://docs.google.com/document/d/1MOuFr7_hX5HgR9fhEx7nOb22Mmdsd1tFnS2G2IKWh9s/edit
Lesson Notes
Lesson 29 - Notes
SQL
Udacity
Notes
https://docs.google.com/document/d/1uutX_Q_feLfhAn4-qh7cuetrbXWH6fs9dVNPjSGbvfU/edit#
Lesson Notes
7/12/2018
Easily comprehensible and important notes!
Lesson 28: Basic SQL
SQL
https://docs.google.com/document/d/10syi7hhGScl_QPSqBsAuqVW1m41B4kGqJ7ZZMUof5hY/edit
Lesson Notes
Lesson 28 : SQL
SQL
https://docs.google.com/document/d/1G8im022jniN3qWHHfrPvJFhiem2NOYLbMpRDHg969So/edit#heading=h.lntg56ljm653
Lesson Notes
Lesson 28 - Notes
SQL
Udacity
Notes
https://docs.google.com/document/d/1MpVmuly_y_aAEW6tearjr4Mp1iE7mLooZa8rW5YUBsQ/edit
Lesson Notes
7/12/2018
Easily comprehensible and important notes.
Lesson 27: Scripting
Python
https://docs.google.com/document/d/1c85eimLCcTtRvmWIUWRf0CsoHCa-rAVYZnegJ-LBv1w/edit
Lesson Notes
Lesson 26: Functions
Python
https://docs.google.com/document/d/1ImcgI2HRY8kh6rxJhpEmu_ZIc4ZjADJYlY-nddPToYU/edit
Lesson Notes
Lesson 25: Control Flow
Python
https://docs.google.com/document/d/1daZ-J42e3BKCV4Fw2iJpXzAI3_8d0lwMNDrUfXztFKE/edit
Lesson Notes
Lesson 24: Data Types and Operators
Python
https://docs.google.com/document/d/1EYixCYlUxkpoNr6fzXQxFGK2qh-MBAsmVhPsZDevKl0/edit
Lesson Notes
Lesson 24 Python Data Types and Operators
Python
https://docs.google.com/document/d/1NVDCKpMnZRKSDcR4x_wxHhZbdiD8YCgr-mwyIVfU_f8/edit
Lesson Notes
6/29/2018
Lesson 24 : Data Types & Operators ( Detailed Notes )
Python
https://drive.google.com/file/d/1Y7hq-pvDKLzH5j3-Cr5IFC1pS8qOWphW/view
Lesson Notes
6/16/2018
Lesson 20 - 21: Sampling Distributions
Statistics
https://docs.google.com/document/d/1w4isfyoN30gRLpQ6swN0qAZgf_oQ_vZm0pXOF8LBOAY/edit?usp=sharing
Lesson Notes
Lesson 20 - 21: Sampling Distribution
Statistics
https://docs.google.com/document/d/1_xC32Buc4oKAt1BUvIqnnYnyCIq2CL55ydRaevcwVe4/edit?usp=sharing
Lesson Notes
Lesson 18 - 19: Normal Distribution
Statistics
https://docs.google.com/document/d/15vsaCXHL6v_xfNmT6CbgqVdhTp3ZGiOcjAegA89iSkM/edit
Lesson Notes
Lesson 18 - 19 : Normal Distribution
Statistics
https://docs.google.com/document/d/1ySobkY7LXjj_4ZmbYPjGekV1oxkWaWaG6SgNgvQs1lo/edit?usp=sharing
Lesson Notes
Lesson 15 - 17: Standardizing
Statistics
https://docs.google.com/document/d/1EGgHaVjuOWwGRaW0ThUKXkSv1TCsNMNIyafLP2XygmY/edit?usp=sharing
Lesson Notes
Lesson 15 - 17: Standardizing
Statistics
https://docs.google.com/document/d/1zI5LCivjCVCSjqbe3Xe3f8QEFVlFVGJUxmrTNIQ7u0w/edit
Lesson Notes
Lesson 13 - 14: Variability
Statistics
https://docs.google.com/document/d/153SUsKxH5RtxDX4fV_GTwDHt4UvON98NUuvY72TZJSE/edit?usp=sharing
Lesson Notes
Lesson 13 - 14: Variability
Statistics
https://docs.google.com/document/d/1EUVQ2FB5-IPpWa9r2cZdRxurVzbcSLBrWlvaxHmVJX4/edit
Lesson Notes
Lesson 10- 12: Central Tendency
Statistics
https://drive.google.com/file/d/1MYgBsWf6qZDTAclHhijnKuwJbvBayXAt/view
Lesson Notes
Lesson 10 - 12: Central Tendency
Statistics
https://docs.google.com/document/d/1MKST_19xvzTvN_DMKV90t2V5r5Uq7HnD0G7bkWeOtIU/edit?usp=sharing
Lesson Notes
Lesson 10 - 12: Central Tendency
Statistics
https://docs.google.com/document/d/1qmh4SKkZfZBJyPe7eAsGquwpyi_tlccjLIBLE8dMW5s/edit
Lesson Notes
Lesson 7: Sampling Distribution
Statistics
https://drive.google.com/open?id=1yvnEMQU6UXrjRcOejqwoDJt--LcnUEaB
Lesson Notes
6/28/2018
Lesson 6: Visualizing Data
Statistics
https://drive.google.com/file/d/1TI5FP00KG-YnfEEYQggpWj6aflurK5vz/view
Lesson Notes
Lesson 6: Normal Distribution
Statistics
https://drive.google.com/open?id=1LaoYH394illr8l1OJaMPHoHwdtZkZ_Td
Lesson Notes
6/28/2018
Lesson 6 - 8: Visualizing Data
Statistics
https://docs.google.com/document/d/19Frid0weeyHU6e35-RHt1k-VviANDYn9fsjyhcM14NA/edit
Lesson Notes
Lesson 6 - 8: Visualizing Data
Statistics
https://docs.google.com/document/d/1DaYZw2wDv9TLbiHJRsues9-AiFpJ3DXhXY-QaOZkZoY/edit?usp=sharing
Lesson Notes
Lesson 5: Standardizing
Statistics
https://drive.google.com/open?id=1EmlgqrjolvZvWtgoWf4HvHDz-gVioRNq
Lesson Notes
6/28/2018
Lesson 4: Variability
Statistics
https://drive.google.com/open?id=1MCjVEdRVRmHhVPhVpUvG9MVEfvIDZIdg
Lesson Notes
6/28/2018
Lesson 3: Central Tendency
Statistics
https://drive.google.com/open?id=13PFSs_noEK1BKKIFSPolQkTLzqi6Cedd
Lesson Notes
6/28/2018
Lesson 3-5: Intro to Research Methods
Statistics
https://drive.google.com/file/d/1PvxXGXceHtXdDRIqMm-1nlqaLXJCVcCa/view
Lesson Notes
Lesson 2: Visualizing Data
Statistics
https://drive.google.com/open?id=1f_ssHZch38Ev_8fxniuNS7W_WMMRZ1mo
Lesson Notes
6/28/2018
Lesson 1: Intro to Statistic-Research Methods
Statistics
https://drive.google.com/open?id=1XFv8jIj0byIhjerYPGt3an-bpDyYjU_C
Lesson Notes
6/28/2018
Lesson 1 - 21
Statistics
https://docs.google.com/document/d/18mSUTYV5ONPw1XMw11oZFaclRDjTHSQUHNfH0ymEXbo/edit
Lesson Notes
Intro to Research Method
Statistics
https://drive.google.com/file/d/1t1-mSfTQX2tI6tJ8laLc-fW4WlQwOWEc/view
Lesson Notes
Infographics for PSets
Data Visualization
Notes
https://www.chervinskaia.com/blog/psets
Lesson Notes
5/29/2018
Here you can find infographics for the psets to recall the information from the lessons.
Hints_for_Lesson_7_to_14
Statistics
https://drive.google.com/open?id=1a4fLlRFsXI4QTXi7toYkl6pCIPUrLSYE
Lesson Notes
7/5/2018
These are hints for questions that I saw a lot of people having troubles with. And I thought it would be better to give hints instead of the solutions :)
Hands-on machine learning
ML/AI
Python
https://github.com/ageron/handson-ml
Lesson Notes
Github
7/9/2018
This project aims at teaching you the fundamentals of Machine Learning in python. It contains the example code and solutions to the exercises in my O'Reilly book Hands-on Machine Learning with Scikit-Learn and TensorFlow
hana.klingova's Github Notes
Statistics
SQL
Python
https://github.com/hanny21/udacity_data_notes
Lesson Notes
Github
Constructs_variables_and_operationalization
Statistics
https://www.facebook.com/download/preview/131308694397548
Lesson Notes
Facebook
6/15/2018
Comprehensive Notes
Statistics
SQL
Python
https://drive.google.com/file/d/1DvfjWGxVwnooE7ghvBLxW_oYhE1YzteT/view?usp=sharing
Lesson Notes
Central Tendency part from Lessons 10->12 using python : Tutorial Link
Statistics
Python
https://github.com/Gasia44/Bertelsmann_Data_Science_Challenge/blob/master/Tutorial_Central_Tendency.ipynb
Lesson Notes
Github
6/18/2018
Central Tendency part from Lessons 10->12 using python : Quiz Link
Statistics
Python
https://github.com/Gasia44/Bertelsmann_Data_Science_Challenge/blob/master/Quiz_Central_Tendency.ipynb
Lesson Notes
Github
6/18/2018
Central Tendency part from Lessons 10->12 using python : Quiz Answer Link
Statistics
Python
https://github.com/Gasia44/Bertelsmann_Data_Science_Challenge/blob/master/Quiz_Central_Tendency_Answers.ipynb
Lesson Notes
Github
6/18/2018
Central Tendency
Statistics
https://drive.google.com/file/d/1AxSwY7cv13MhUrn93eno8CuV0RSJSgRc/view
Lesson Notes
Bertelsmann track Lesson 25
Notes
https://docs.google.com/document/d/1wYL9s0H5qFXwlhplmVDGzJClK-smsnW6pw5uj24ujJY/edit?usp=sharing
Lesson Notes
7/11/2018
You can study easier from notes.
Bertelsmann track Lesson 1-21
Statistics
https://docs.google.com/document/d/1kGBRdL3lnxJRcyNGCyc8-PU7WyDmh1FHWJL5RVH2Hkk/edit?usp=sharing
Lesson Notes
6/27/2018
Bertelsmann Data Science "SQL Subqueries & Temporary Tables" (Lesson 31) Notes
SQL
Notes
Udacity
https://drive.google.com/open?id=1mrIE5VIokeZsK3Vb1gXyMRr6UYZG0PiTCW_DcnSzPoA
Lesson Notes
7/14/2018
Great notes with some worked out examples for reference.
Bertelsmann Data Science "SQL Joins" (Lesson 29) Notes
SQL
Notes
Udacity
https://drive.google.com/open?id=1ePSwN5EYskae8ncD6BJJATFQJW9u8WAkyb7uiUjMnr8
Lesson Notes
7/14/2018
Great notes with examples of problems for understanding concepts and working at quizzes.
Bertelsmann Data science "SQL Data Cleaning" (Lesson 32) Notes
SQL
Notes
Udacity
https://drive.google.com/open?id=18iv3RRHgpg5eR7nPoPx9fDtHr1oc6Wl-5L1WhwL-uNc
Lesson Notes
7/20/2018
Great notes with example problems for understanding concepts and working at quizzes.
Bertelsmann Data Science "SQL Aggregations" (Lesson 30) Notes
SQL
Notes
Udacity
https://drive.google.com/open?id=12v5YRpW0PUJuT5jD_H3mNabn0RTt0dvYwRc21c0-pF4
Lesson Notes
7/14/2018
Great notes with examples of problems for understanding concepts and working at quizzes.
Bertelsmann Data Science "Basic SQL" (Lesson 28) Notes
SQL
Notes
Udacity
https://drive.google.com/open?id=1pBvV-5srKp1mE3702W5C9-ox_2E6aBvu_7P9IYjLM2U
Lesson Notes
7/14/2018
Great notes with examples of problems for understanding concepts and working at quizzes.
Anuschka's Notes
Statistics
https://docs.google.com/document/d/1kGBRdL3lnxJRcyNGCyc8-PU7WyDmh1FHWJL5RVH2Hkk
Lesson Notes
AnaMakarevich's Notes
Statistics
https://docs.google.com/document/d/100XadwjueuL3HwU9bsi-PSDANc8QdeIKuFIQb8Jof5c/edit
Lesson Notes
aditipandey.ap1's Notes
Statistics
https://docs.google.com/document/d/1zPFRegC-vAXd2fa0OkdxtKDyXymgVk_Rgxw4sdVgVyA/edit
Lesson Notes
Lesson 32: SQL Data Cleaning
SQL
https://docs.google.com/document/d/1rUXUl8G9Y68DWgwHPKBCaZmo9q5_2YR5g3Xg9Ni1Kxw/edit?usp=sharing
Lesson Notes
6/21/2018
Lesson 3 - 5: Intro to Research Methods
Statistics
https://docs.google.com/document/d/1ylfEQO1nv1VqxwqeLzHWCmmaQEJYnuO0AcXt2G77YPE/edit
Lesson Notes
Lesson 3 - 5: Intro to Research Method
Statistics
https://docs.google.com/document/d/18Zpay8HRV0zpteJvwybFnvdAQEjm2zvheKvuOwK44gA/edit?usp=sharing
Lesson Notes
Scripts w/ comments for SQL Lessons - Udacity Bertlesman Data Science Scholarship Program
SQL
https://drive.google.com/file/d/10_VTI9Vz_bbZMjgyCoY2ni8Tc-CF7iqo/view?usp=sharing
Lesson Notes
Practice
6/28/2018
Hi folks, As I just finished the course, I want to share here the scripts and notes that I took from the SQL part of the course. I think that there are a few reasons to keep the learning on a single file like this: - Easy to find the script and a quick remember on the WHYs - Easy to read the script (I found myself a lot of times lost on the single line SELECTs of the instructor ;)
Advanced Statistical Analysis of Time Series
Statistics
https://github.com/0todd0000/fda-pca-spm
Lesson Notes
Practice
Github
7/29/2018
This was a seminar that covered the statistical techniques: functional data analysis, statistical parametric mapping, statistical non-parametric mapping and principal component analysis as applied to time series. The slides, tutorials, and example code are all available online for educational purposes.
Aula7.Resumo
Statistics
https://www.facebook.com/groups/432067747217105/445463069210906/
Lesson Notes
PPT
Facebook
6/15/2018
Aula6.Resumo
Statistics
https://www.facebook.com/groups/432067747217105/444653599291853/
Lesson Notes
PPT
Facebook
6/15/2018
Descriptive Statistics Course Notes
Data Science
Statistics
https://drive.google.com/open?id=13jhT0sPpHips4B1q9zVuzAoqDmvmcqY7
Lesson Notes
PDF
Udacity
7/15/2018
Recently I’ve been working on rearranging all my course notes, in order to have them all summarized in one document. I would like to share it with you all, as I think that it might be helpful to those of you that, like me, find it useful to have a single file to reference, either for revision purposes or for a quick consultation of formulas/steps/basic concepts when working on more advanced topics or even projects. I personally found it really handy to refresh some key concepts and “fix” them we
Lesson 15 - 17: Standardizing in Statistics
Statistics
https://medium.com/@diana.culincu/standardizing-in-statistics-bae3aa859a53
Lesson Notes
Student Article
Medium
6/13/2018
Lesson 13 - 14: Variability Method
Statistics
https://medium.com/@diana.culincu/variability-methods-in-statistics-9e68bc83da6
Lesson Notes
Student Article
Medium
6/13/2018
Lesson 10 - 12: Central Tendency
Statistics
https://medium.com/@diana.culincu/central-tendency-lessons-learned-4bc026128ad6
Lesson Notes
Student Article
Medium
6/13/2018
Lesson 6 - 8: Visualizing Data
Statistics
https://medium.com/@diana.culincu/visualizing-data-lessons-learned-8e6ca6a8fd29
Lesson Notes
Student Article
Medium
6/13/2018
Lesson 3 - 5: Intro to Research Method
Statistics
https://medium.com/@diana.culincu/intro-to-research-methods-lessons-learned-3972448e10dd
Lesson Notes
Student Article
Medium
6/13/2018
Lesson 12
Statistics
https://quizlet.com/_4vmbp3
Flashcards
Lesson 10
Statistics
https://quizlet.com/_4vm7pf
Flashcards
Lesson 9
Statistics
https://quizlet.com/_4vm7mf
Flashcards
Lesson 8
Statistics
https://quizlet.com/_4vm7h7
Flashcards
Lesson 7
Statistics
https://quizlet.com/_4vm767
Flashcards
Lesson 6
Statistics
https://quizlet.com/_4ykcz2
Flashcards
Lesson 6
Statistics
https://quizlet.com/_4ydbjv
Flashcards
Lesson 6
Statistics
https://quizlet.com/_4vm6zc
Flashcards
Lesson 5 - Polish
Statistics
https://bit.ly/2Izu98H
Flashcards
Lesson 5
Statistics
https://bit.ly/2sZNWTQ
Flashcards
Lesson 5
Statistics
https://quizlet.com/_4vm64o
Flashcards
Lesson 5
Statistics
https://quizlet.com/_4xqn75
Flashcards
Lesson 4
Statistics
https://bit.ly/2y27JrL
Flashcards
Lesson 4
Statistics
https://quizlet.com/_4x7egc
Flashcards
Lesson 4
Statistics
https://quizlet.com/_4wsj8i
Flashcards
Lesson 4
Statistics
https://quizlet.com/_4xcbat
Flashcards
Lesson 4
Statistics
https://quizlet.com/_4yk2o6
Flashcards
Lesson 4
Statistics
https://bit.ly/2LHOvtk
Flashcards
Lesson 4
Statistics
https://bit.ly/2LhPPDT
Flashcards
Lesson 4
Statistics
https://quizlet.com/_4vlh7p
Flashcards
Lesson 3
Statistics
https://quizlet.com/_4vhv4t
Flashcards
Lesson 3
Statistics
https://quizlet.com/_4xysmz
Flashcards
Lesson 3
Statistics
https://bit.ly/2JB2SiB
Flashcards
Lesson 3
Statistics
https://quizlet.com/_4wn3i7
Flashcards
Lesson 3
Statistics
https://quizlet.com/_4vn1ml (thx to
Flashcards
Lesson 3
Statistics
https://quizlet.com/_4wae1r
Flashcards
Lesson 3
Statistics
https://bit.ly/2IrVsl0
Flashcards
Lesson 3
Statistics
https://bit.ly/2sQ57YT
Flashcards
Advanced Excel shortcuts
Statistics
https://www.facebook.com/225468254176265/posts/1908385632551177/
Flashcards
Facebook
6/22/2018
All the excel shortcuts you may need.
The Exponential View
Computer Science
ML/AI
Ethics
General
http://www.exponentialview.co/
News
7/8/2018
Fantastic weekly newsletter on technology, the future & society. Provides links to recent top articles on topics such as artificial intelligence, the future of mobility, society and work, crypto-technologies, innovation and many more. Curated by Azeem Azhar.
Pandas status in 2018
Pandas
https://www.kdnuggets.com/tag/pandas
News
6/23/2018
Here is you know about python library Pandas and gain some IDEAS
More data and surveillance are transforming justice systems
Data Science
https://www.economist.com/technology-quarterly/2018-05 02/justice?utm_campaign=Data_Elixir&utm_source=Data_Elixir_185
News
6/18/2018
MITx MicroMasters Program in Statistics and Data Science opens enrollment
Statistics
Data Science
http://news.mit.edu/2018/mitx-micromasters-program-statistics-and-data-science-opens-enrollment-0611
News
6/18/2018
Data Science Weekly: Data Science Resources
Data Science
https://www.datascienceweekly.org/data-science-resources
News
6/14/2018
Data science ressources like : books - meetups - influential people...
Data Is Beautiful
Computer Science
Career
Data Science
R
Big Data
Statistics
Linear Algebra
Experience
Coding
Data Visualization
https://twitter.com/DataIsBeautiful
News
6/20/2018
It is a wonderful count of twitter on centralize different studies.
Distributed Machine Learning Presentation
Hadoop
Big Data
Python
https://drive.google.com/file/d/1rsLVCRYxkYlzlGXpNggLBP8DPm6Nc7Vp/view
PPT
7/10/2018
Presentation on Hops - the world’s fastest and most scalable Hadoop distribution platform with a Python-First platform for writing machine-learning workflows on Big Data.
Data Viz in Data Science - Presentation
Data Visualization
https://drive.google.com/file/d/1NqljhZZncPCwpOPgRiKrAAg7SI6404Ch/view
PPT
7/10/2018
Presentation on data visualization and bipartite graphs for unsupervised classification.
R Language
R
https://drive.google.com/file/d/1iqesY9PiHTyac1HQfVcObfHY-DLvflPP/view?usp=sharing
PDF
6/27/2018
Introduction to R Language
PythonLectures.rar
Python
https://drive.google.com/drive/recent
PDF
6/25/2018
I found it in a website of TUM university. So, I think everything about python has been explained not in detail but shortly and Comprehensively. Hence it can be useful for those who wants to find some knowledge about python in a short time.
Python PDF file
Python
https://drive.google.com/file/d/10xTnGud0JHSEPgU9GuP_3w82aDXbxHuY/view?usp=sharing
PDF
6/27/2018
PDF for beginner to Advance in Python.
Introductory Statistics with Randomization and Simulation - First Edition
Statistics
https://www.openintro.org/stat/textbook.php?stat_book=isrs
PDF
6/25/2018
This book may be downloaded as a free PDF at openintro.org. We hope readers will take away three ideas from this book in addition to forming a foundation of statistical thinking and methods. (1) Statistics is an applied field with a wide range of practical applications. (2) You don’t have to be a math guru to learn from interesting, real data. (3) Data are messy, and statistical tools are imperfect. However, when you understand the strengths and weaknesses of these tools, you can use them to l
Introduction to Statistical Thinking (With R, Without Calculus)
Statistics
https://www.facebook.com/download/preview/336627700198292
PDF
Facebook
6/15/2018
Introduction to Descriptive Statistics
Statistics
https://drive.google.com/open?id=1yjZ2CEnVbDyCvsoThejamTPmsS5C7lZS
PDF
6/22/2018
Introduction to Descriptive Statistics
German translation of frequently used statistical terms
General
https://www.uni-kiel.de/medinfo/lehre/Q1_uebersetzung_statistische_fachbegriffe.pdf
PDF
7/16/2018
The most frequently used statistical terms translated from English to German provided by the University of Kiel (Germany)
Descriptive Statistics & SQL
SQL
Statistics
https://drive.google.com/file/d/166TeKPWlzjpSN0M3lnR3qSJKuFllFddJ/view?usp=drive_web
PDF
6/23/2018
it will be useful
Data science and BI salary and skills report
Data Science
https://bertelsmanndataschol.slack.com/files/UAL8KJNNR/FB8VBP4TU/data_science_and_bi_salary_and_skills_report.pdf
PDF
Slack
6/17/2018
This is a Report of Data Science and BI Salary and Skills
Data Cleaning with Python Case Study
Data Science
https://github.com/egmp777/data_cleaning_example
PDF
6/26/2018
It is a practical excercise to learn how to use Python and Data Science to produce the most valueable asset in ML: Good and clean data
Data Analytics in Government
Data Science
http://en.community.dell.com/cfs-file/__key/telligent-evolution-components-attachments/13-4431-00-00-20-44-35-69/insideBigData-Guide-to-Data-Analytics-in-Government.pdf?forcedownload=true
PDF
7/18/2018
This 2017 guide provides an in-depth view of data analytics technology usage in the public sector. Topics covered include Government Applications of IoT and Government Use of Big Data for Cybersecurity.
Big Data: New Tricks for Econometrics (Hal R. Varian)
Big Data
Statistics
General
http://people.ischool.berkeley.edu/~hal/Papers/2013/ml.pdf
PDF
7/7/2018
Nowadays computers are in the middle of most economic transactions. These “computer-mediated transactions” generate huge amounts of data, and new tools can be used to manipulate and analyze this data. This essay (from Hal Varian) offers a brief introduction to some of these tools and methods.
A Practical Introduction to Python Programming (PDF Book)
Python
Computer Science
Coding
https://www.brianheinold.net/python/A_Practical_Introduction_to_Python_Programming_Heinold.pdf
PDF
7/12/2018
A semi-tutorial / semi-reference book easy to understand book on Python Programming including explanation and exercises.
The Elements of statistical learning
Statistics
https://drive.google.com/open?id=1YomXodsKHP_3Vvbb-LD9zenb0wAkAnkh
PDF
EBook
6/15/2018
Tableau Your Data! book
Tableau
https://drive.google.com/file/d/1ZRjRMeVSQH8oZY3FiU5Xu1nbwjB1LaaL/view?usp=sharing
PDF
EBook
7/17/2018
It is a useful book for learning Tableau.
Python Programming : An Introduction to Computer Science
Python
https://www.facebook.com/download/preview/1660561120706172
PDF
EBook
Facebook
6/15/2018
Factfulness Book
General
https://drive.google.com/file/d/15VE-865ahdmH0y3hKWi3mcLgLsTOZmof/view?usp=sharing
PDF
EBook
6/21/2018
Beginning Data Science in R
R
Coding
Data Science
http://file.allitebooks.com/20170310/Beginning%20Data%20Science%20in%20R.pdf
PDF
EBook
6/27/2018
Great structure to help you get started in Data Science with R! Well-written and easy to understand if you have no prior programming experience
Big Data sources and methods for social and economic analyses (Desamparados Blazquez & Josep Domenech)
Data Science
Big Data
General
https://reader.elsevier.com/reader/sd/3807874E21BC58C23797E68F88D165AC222C9CE6C2032AFB43B9DBFF542D3F5150D37D6E65C49E237D720F79321C7436
PDF
Article
Research
7/7/2018
The Data Big Bang that the development of the ICTs has raised is providing us with a stream of fresh and digitized data related to how people, companies and other organizations interact. To turn these data into knowledge about the underlying behavior of the social and economic agents, organizations and researchers must deal with such amount of unstructured and heterogeneous data. Succeeding in this task requires to carefully plan and organize the whole process of data analysis taking into accoun
Study Notes by Kalhari
Udacity
Notes
https://bertelsmanndataschol.slack.com/files/UAN4PA7ND/FAYKG15ND/bertelsmanndatasciencechallengeschol_notes_kalhariliyanagama.pdf
PDF
Lesson Notes
6/21/2018
Kalhari's notes are great - really concise overview of the whole course! (comment by Nora)
Economics in the age of big data (Liran Einav & Jonathan Levin)
Big Data
http://science.sciencemag.org/content/346/6210/1243089.full.pdf
PDF
Research
7/7/2018
The quality and quantity of data on economic activity are expanding rapidly. Empirical research increasingly relies on newly available large-scale administrative data or private sector data that often is obtained through collaboration with private firms. This article highlight some challenges in accessing and using these new data. It also discuss how new data sets may change the statistical methods used by economists and the types of questions posed in empirical research.
Data Mining with R
Data Science
R
http://www.dcc.fc.up.pt/~ltorgo/DM1/
PDF
Research
6/21/2018
These are presentations of Data Mining with R from a professor who even contributed with a package to R (DMwR)
Z-Table
Statistics
Data Science
Tableau
https://drive.google.com/open?id=1ffXmdv3P6WqUDxDyuTesZbR69i7jcas6bi0nMUTWpXQ
Excel
6/1/2018
It makes it very easy to use the Z-Table for data science.
Program Q&A
Udacity
https://docs.google.com/spreadsheets/d/19di9pOA1DJrr2osuu5fiKRMsSUYQ7nsrmrHBJ3pn6_Y/edit#gid=0
Excel
5/8/2018
List of questions posted by students through the scholarship
Machine Learning Crash course
ML/AI
https://docs.google.com/spreadsheets/d/1rV3Dn1nEyqlb9mJX5imiaMSysBZEdjBqMc5qJkBZDjM/edit#gid=0
Excel
7/13/2018
This is a machine learning crash course that a group of students and I will be working on after the scholarship course ends
List of Meet-Ups
Udacity
https://docs.google.com/spreadsheets/d/1Hfa9vZlGhPwE3dx5MDkK4gXW9WT7nqxHO2Gomn9OHnQ/edit#gid=104223104
Excel
6/1/2018
Looking for local and online meetups with your fellow scholars? Check this out!
Interactive Python summary - Bertelsmann Scholarship Challenge (By Fernandozs)
Python
https://drive.google.com/open?id=1Ysmk5Fp18wo6tvwuUH0DgquEMwYx2bKo
Excel
7/15/2018
Interactive Python Summary based on the Bertelsmann Scholarship Challenge, full of resources to help you learn this programming language.
Bertelsmann data course tracker
Udacity
https://docs.google.com/spreadsheets/d/1OHkYMMge3dSjZ_NX_Vg8kx7FbAIXGjaHP5obuTJO4IE/edit#gid=1141905257
Excel
Udacity
7/22/2018
simple and convenient excel sheet to track your progress in the course with nice KPIs
Week 3: What I've Learned So Far
Experience
https://medium.com/@ecanderson333/the-introverts-guide-to-success-in-online-community-learning-bertlesmann-udacity-data-science-bd734f0c6714
Student Article
Medium
6/13/2018
Week 3 & 4: Variability and Standardizing
Statistics
https://medium.com/@cordiallykathy/week-3-4-variability-and-standardizing-13-17-b70e703b7254
Student Article
Medium
6/13/2018
Week 2: Visualizing Data and Central Tendency
Statistics
https://medium.com/@cordiallykathy/week-2-visualizing-data-and-central-tendency-notes-and-meet-ups-c80e476e3cff
Student Article
Medium
6/13/2018
Week 1: Intro to Kathy and Research Methods
Statistics
https://medium.com/@cordiallykathy/week-1-intro-to-kathy-and-research-methods-9f41fbe2b64
Student Article
Medium
6/13/2018
Week 1: Community Engagement
Experience
https://medium.com/@ecanderson333/the-introverts-guide-to-success-in-online-community-learning-bertlesmann-udacity-data-science-b0434241293
Student Article
Medium
6/13/2018
Visualizing Data
Statistics
https://medium.com/@vrikshikakalpa/visualizing-data-17eb7d01b073
Student Article
Medium
6/13/2018
Three Month Of Scholarship Journey With Udacity
Bio
https://medium.com/@abhimanyutiwari3412/three-month-of-scholarship-journey-with-udacity-b9852ed3415b
Student Article
Medium
6/13/2018
The Art & Science of Making Study Notes
Notes
https://kalssworld.blogspot.com/2018/06/the-art-science-of-making-study-notes.html
Student Article
6/13/2018
SQL for Data Analysis — Basic SQL
SQL
https://medium.com/@diana.culincu/sql-for-data-analysis-basic-sql-516c4ff11ca2
Student Article
Medium
7/4/2018
to learn basic sql
Resource Dump
Data Science
Statistics
https://medium.com/@ecanderson333/the-introverts-guide-to-success-in-online-community-learning-bertlesmann-udacity-data-science-349135c68e6a
Student Article
Medium
6/13/2018
My Story From Here
Bio
https://medium.com/@ecanderson333/the-introverts-guide-to-success-in-online-community-learning-bertlesmann-udacity-data-science-4cbd58d3c9b2
Student Article
Medium
6/13/2018
Introduction to Kaggle for Beginners in Machine Learning and Data Science!
Data Science
ML/AI
https://medium.com/datadriveninvestor/introduction-to-kaggle-for-beginners-in-machine-learning-and-data-science-865199d7ead2
Student Article
Medium
6/13/2018
Infographics for PSets
Statistics
https://www.chervinskaia.com/blog/psets
Student Article
6/13/2018
How I got in the top 1 % on Kaggle
Experience
https://towardsdatascience.com/how-i-got-in-the-top-1-on-kaggle-79ddd7c07f1c
Student Article
6/13/2018
First week of Bertelsmann Udacity Data Science Scholarship — Preparations, Community and fast tips
Bio
https://medium.com/@arthurmirandabrandoalves/first-week-of-bertelsmann-udacity-data-science-scholarship-preparations-community-and-fast-tips-6dfdc6d0c3cb
Student Article
Medium
6/13/2018
First month of Bertelsmann Udacity Data Science Scholarship
Bio
https://blackellis.ro/2018/06/08/first-month-of-bertelsmann-udacity-data-science-scholarship/
Student Article
6/13/2018
Data Science Blogs
Data Science
https://www.datascienceweekly.org/data-science-resources/data-science-blogs
Student Article
6/13/2018
Data Science Basics
Data Science
https://medium.com/@vrikshikakalpa/data-science-the-basics-54f29eaeb249
Student Article
Medium
6/13/2018
Bertelsmann Udacity Data Science Scholarship Notes
Data Science
https://blackellis.ro/2018/06/19/bertelsmann-udacity-data-science-scholarship-notes/
Student Article
6/20/2018
Bertelsmann Udacity Data Science Scholarship Challenge Course
Experience
https://medium.com/datadriveninvestor/bertelsmann-udacity-data-science-scholarship-challenge-course-bce52a755b0a
Student Article
Medium
6/13/2018
A curated list of 200+ blogs related to Data Science.
Data Science
https://www.cybrhome.com/topic/data-science-blogs
Student Article
6/13/2018
A Brief Introduction to the Democratization of Data Science and AI
Data Science
Deep Learning
Big Data
Data Visualization
ML/AI
https://medium.com/@kiyomizumia/a-brief-introduction-to-the-democratization-of-data-science-and-ai-e170c8fc108e
Student Article
6/23/2018
I wrote it!
“Does everything that correlates lead to causation?”
Statistics
https://medium.com/@vrikshikakalpa/kalpa-datascience-82722a8dbde4
Student Article
Medium
6/13/2018
Protocol: Webscraping
Data Science
Python
https://www.facebook.com/download/preview/2069419746660141
Student Article
PDF
Facebook
6/15/2018
Research Template
Data Science
https://sites.google.com/site/scienceresearchtemplate/
Research
6/18/2018
Papers Collection of Randall A. Lewis (Mostly discuss about Economics and Data Science)
Data Science
Statistics
Big Data
General
https://papers.ssrn.com/sol3/cf_dev/AbsByAuth.cfm?per_id=1502148
Research
7/7/2018
Randall A. Lewis is an economic research scientist at Netflix. He focus on statistical measurement using econometrics and causal statistics to learn valuable insights from large data sets. He works on a variety of research fields ranging from the econometrics of social networks to large scale field experiments. He has primarily focused his skills on measuring the impact of online display and search advertising on important business outcomes such as clicks, page views, searches, survey outcomes,
OECD Statistics and Data Directorate - Great databases to work with
Statistics
https://stats.oecd.org
Research
6/28/2018
Huge databases to analyse, in many fields from all over the world. Datasets could be customised, exported and charts could be drawn.
Machine Learning Predicts Laboratory Earthquakes
ML/AI
https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2017GL074677?utm_campaign=buffer&utm_medium=social&utm_content=bufferc1500&utm_source=twitter.com
Research
7/26/2018
A stunning application of Machine learning to the real life is to predict earthquakes, representing an enormous advance to care lives and reduce impacts.
Career Paths and Prospects in Academic Data Science: Report of the Moore-Sloan Data Science Environments Survey
Data Science
Career
https://bids.berkeley.edu/news/new-report-career-paths-and-prospects-academic-data-science
Research
6/24/2018
It is a reliable resource to know more about the Data science career path, useful for people from diverse academic backgrounds.
Application of Big Data in Economic Policy (Brojo Kishore Mishra & Abhaya Kumar Sahoo)
Big Data
General
https://www.researchgate.net/publication/283334465_Application_of_Big_Data_in_Economic_Policy
Research
7/7/2018
Now-a-days main factor of any information in different fields is data. Different database like relational, object-oriented database is very different from traditional database in case of data retrieval, data management and data updation. So, Data mining is a process of extracting hidden knowledge or useful pattern from huge amount of data in case of efficient databases. As amount of data increases day by day, so it is very difficult to manage related data to different fields. Big data analysis t
Open Datasets
Data Visualization
General
https://www.opendatasoft.com/a-comprehensive-list-of-all-open-data-portals-around-the-world/?utm_content=buffer9f53a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#/trinidad-and-tobago
Research
Resource List
Practice
7/23/2018
Open datasets by Country
Webinar - The Essentials of Training Data
Data Science
https://www.figure-eight.com/essentials-of-training-data-webinar/?src=Email&medium=Mkto&campaign=TDebook&mkt_tok=eyJpIjoiTmpGaVlUQmlPREJsTVdVNSIsInQiOiJ0Zld5Y1lcL1FsWDRJK2hoU2tmY3dEdHdGNUtVMEMwOTZpWkJTdFlTakk0YnFaWXk2ZHY1NlFQTnJQdkE0cm42UXg5WE8xOCs3aTZKZHZid2ZDWERCRFg3NVFCdXNLZ1hwSjlPUVM2OTUzajNBTTgxZXRIT2pZdU5rQjVQVkFQekYifQ%3D%3D
Event
6/26/2018
Summer School: Urban Analytics, July, Portugal
Data Science
Big Data
http://in3.dem.ist.utl.pt/summerschool/#about
Event
6/30/2018
Rising populations, high pollution, unsustainable mobility options - urban areas face a lot of challenges and data-based approaches can help to tackle them.
Reddit Machine Learning: Tagging Challenge
ML/AI
https://github.com/kootenpv/reddit_ml_challenge
Event
6/28/2018
This competition is hosted and run for free using github and travis-ci!!. The task is to learn to automatically assign one of the tags (Research, Project, News, Discussion) to each title of /r/MachineLearning. The data has been gathered from this public BigQuery dataset.
Learn how to create data science projects
Data Science
https://www.eventbrite.com/o/the-data-incubator-8342209540
Event
6/26/2018
The link shows they are going to help those interested in datascience to learn how to develop projects. This is the core reason i feel every one might be interested in this
Learn A Language Series: Intro to Python
Python
https://community.anitab.org/event/learn-a-language-series-intro-python-workshop/
Event
6/18/2018
Free Intro to Python class on July 11 in Chicago from a pretty cool-looking organization that supports women in tech: https://anitab.org/
IBM Community Day - Virtual Data Science Day - register now
Data Science
https://ibmdatascienceday.bemyapp.com/?utm_source=BMA%20twitter&utm_medium=BMA%20tweets&utm_campaign=ibmdatascienceday
Event
7/9/2018
This a virtual event by IBM - a great chance to listen to IBM product experts about the latest Data Science techniques and to listen also To IBM partners>
Have a Go month: Learn to code with FutureLearn
Coding
https://www.eventbrite.co.uk/e/have-a-go-month-learn-to-code-with-futurelearn-tickets-46440178825
Event
6/18/2018
Data science conference
Data Science
https://www.thisismetis.com/demystifying-data-science
Event
6/18/2018
GHC-Scholarships
Career
Computer Science
ML/AI
Data Science
https://github.com/Ladies-Storm-Hackathons/GHC-Scholarships
Event
Career
6/27/2018
Comprehensive list of student scholarships for the Grace Hopper Celebration for Women in Computing held every October. This list aims to cover all relevant scholarships, even if they apply to specific sub-groups (LGBTQ+, specific country, etc) to enable as many students to attend GHC as possible!
2018 Twilio Intern Open House
Career
https://www.eventbrite.com/e/twilio-intern-open-house-tickets-46549627188
Event
Career
6/27/2018
This event is meant for students looking for an internship opportunity for summer 2019 or seeking a new grad position to start in 2019.The chance to learn about career opportunities across multiple teams while you enjoy music, swag and food!
Call for Proposals-PyCon India 2018
Career
Python
https://in.pycon.org/blog/2018/announcing-cfp-2018.html
Event
Career
News
6/27/2018
This is for people interested in giving talks & workshop on python in one of india biggest PyCon.
Udacity’s Career Resource Center
Career
https://career-resource-center.udacity.com/
Resource List
Udacity
7/21/2018
Career Resource Center from Udacity.
Thread for AMA Transcripts
Udacity
https://discussions.udacity.com/t/ama-transcripts/696851
Resource List
Forum
6/15/2018
Complete list of transcripts of AMA sessions
Resources for Women and Girls in Tech
Data Science
Career
General
https://discussions.udacity.com/t/resources-for-women-and-girls-in-tech/695789
Resource List
Forum
7/7/2018
Great forum thread with lots of resource recommendations for women and girls in tech
Repositories & Reddit Threads for Data Science & Machine Learning (May 2018)
Data Science
https://www.analyticsvidhya.com/blog/2018/06/top-5-github-reddit-data-science-machine-learning-may-2018/
Resource List
6/13/2018
Random
Statistics
http://www.randomservices.org/random/Introduction.html
Resource List
Forum
7/17/2018
Random (formerly Virtual Laboratories in Probability and Statistics) is a website devoted to probability, mathematical statistics, and stochastic processes, and is intended for teachers and students of these subjects. Many of the elements are designed so that they can be modified and reused to fit the needs of students at various levels.
OpenOversight
Big Data
Ethics
Python
SQL
https://github.com/lucyparsons/OpenOversight
Resource List
6/28/2018
OpenOversight is a Lucy Parsons Labs project to improve police accountability through public and crowdsourced data. Here, anyone can make PR on already existing issues and they even offer financial tips for certain issues labelled as Tip for contribution once PR is merged you can claim the tip.
MyRCodesForDataAnalysis
R
https://sbalci.github.io/MyRCodesForDataAnalysis/
Resource List
Github
7/16/2018
Hey everyone:) I want to share this github page which is written by my brother who is working on data. I hope you may find the links useful :slight_smile:
Mastering Big Data Analysis
Big Data
https://www.ngdata.com/big-data-analysis-resources/
Resource List
7/20/2018
It has 50 top learning resources to take on big data analysis
Learn Machine Learning in 3 months
ML/AI
https://github.com/llSourcell/Learn_Machine_Learning_in_3_Months
Resource List
Github
7/21/2018
A 3-month schedule to learn Machine Learning through MOOCs.
Learn Machine Learning
ML/AI
Data Science
R
Python
https://discussions.udacity.com/t/how-to-learn-machine-learning-in-6-months/822828/5
Resource List
7/4/2018
Resources for learning Machine Learning from scratch
Learn Computer Science in 5 Months
Computer Science
https://github.com/llSourcell/Learn_Computer_Science_in_5_Months
Resource List
Github
7/21/2018
A 5-month schedule to learn whole Computer Science through MOOCs.
Iris Arteaga's resource list for the data science challenge
Data Science
SQL
R
Statistics
Interview Prep
Python
Coding
Career
https://docs.google.com/document/d/1suFWqZ_1TEB5R5Ue9sWM3-e0FCia6E7hT-OSl4sy3e4/edit
Resource List
6/20/2018
A selection of resources collected by fellow student Iris Arteaga
Google Tech Dev Guide
General
Computer Science
https://techdevguide.withgoogle.com/
Resource List
7/21/2018
A tech guide from Google which contains many useful resources for learning CS and related fields.
Glossary For Key Terms In Statistics
Statistics
http://www.et.bs.ehu.es/~etpfemaj/teaching/iecntx/other/glossary-intro.htm
Resource List
6/24/2018
The source has a glossary of all key definitions one encounters in statistics part of the course. You can have them handy when you can't seem to recall certain words and technical jargon.
Free data sets for data science projects
Data Science
https://www.dataquest.io/blog/free-datasets-for-projects/
Resource List
6/22/2018
Elements of AI
ML/AI
https://course.elementsofai.com/
Resource List
7/15/2018
I recommend this learning resource because it make me quickly understand the basics of AI.
Data sets for Data Science projects
Data Science
https://discussions.udacity.com/t/data-sets-for-data-science-projects/805580
Resource List
6/20/2018
Data Science Interview Questions and Answers
Interview Prep
https://github.com/iamtodor/data-science-interview-questions-and-answers/blob/master/additional-resources.md
Resource List
Github
6/12/2018
Repo which includes Data Science interview questions with answers
Data Science Guide with Machine Learning and Bioinformatics Emphasis
Data Science
Bio
ML/AI
R
SQL
https://github.com/P1xt/p1xt-guides/blob/master/data-science.md
Resource List
7/4/2018
A comprehensive resources list on learning Machine Learning
Data Science - Trello
Data Science
Big Data
ML/AI
https://trello.com/b/rbpEfMld/data-science
Resource List
6/18/2018
A great Trello about Data Science (List of a lot resources)
Data Repository for Machine Learning Projects
Data Science
Big Data
ML/AI
http://archive.ics.uci.edu/ml/index.php
Resource List
7/2/2018
This a repository of ready-to-use data for data science / machine learning projects
Data Elixir
Data Science
https://dataelixir.com/
Resource List
7/18/2018
Curated weekly newsletter on the hot topics of data science. Often includes great case studies and very in-depth material. A must-have resource if you want to keep on top of new developments without investing the time to actually find them online.
Cumulative Thread for Resources and Links
Udacity
https://discussions.udacity.com/t/resource-cumulative-thread-for-resources-and-links/692310
Resource List
Forum
6/12/2018
Forum post that includes links to resources relevant to the Data Science program
18 Useful Mobile Apps for Data Scientist / Data Analysts
Career
Statistics
Python
R
Data Science
Interview Prep
https://www.analyticsvidhya.com/blog/2015/12/18-mobile-apps-data-scientist-data-analysts/
Resource List
6/20/2018
Here’s your chance to live your passion. To become better at what you do, you no longer need to stick around your laptop for long hours. Take a break and switch to a faster way of learning. Switch to Mobile Apps.
Open calls for papers in data science
Data Science
Big Data
Career
https://www.frontiersin.org/journals/big-data
Resource List
Career
6/26/2018
Open calls for papers in data science
Grow With Google
General
Career
Coding
https://grow.google/intl/europe/
Resource List
Practice
Career
7/26/2018
Google's free training, tools and in-person coaching to develop skills and seize opportunities.
40+ Python Statistics For Data Science
Data Science
Python
https://www.datacamp.com/community/tutorials/python-statistics-data-science
Resource List
Article
Datacamp
7/3/2018
How to apply Python to statistics topics that are usually covered in Data Science courses
Using Mind Maps for Solving Problems and Learning Faster
General
https://www.udemy.com/using-mind-maps-for-solving-problems-and-learning-faster/?couponCode=MINDMAPPERPROMO2
Discussions
Udemy
7/6/2018
I think this is a good tool to help us students to learn :)
How do you display code snippets in MS Word preserving format and syntax highlighting?
General
https://stackoverflow.com/questions/387453/how-do-you-display-code-snippets-in-ms-word-preserving-format-and-syntax-highlig
Discussions
Forum
7/14/2018
an easy way to include your code into A word file which gives your file more organized format specially when the file include a lot of code lines.
Forum Discussion: AI as a threat to humanity?
Ethics
ML/AI
https://discussions.udacity.com/t/philosophy-how-far-do-you-think-that-ai-is-a-threat-to-humanity-in-the-future/721417
Discussions
Forum
6/15/2018
Forum discussion on AI's impact on our future, with many interesting thoughts and resources.
Forum Discussion Ethical Issues in Data Science
Ethics
Data Science
Big Data
Deep Learning
https://discussions.udacity.com/t/ethical-issues-within-data-science-analytics/715400
Discussions
Forum
6/15/2018
Forum thread with lots of interesting thoughts and resources. You can add your thoughts, too!
World Band Data source 17
General
: https://data.worldbank.org/
Project
7/10/2018
collect country data from world bank, capturing various social, economic, health and innovation indicators per country.
TOP 5 Data Science projects for college students
Data Science
https://www.analyticsvidhya.com/blog/2014/11/data-science-projects-learn/
Project
7/21/2018
Good for basic ones.
Python programming projects for beginners
Python
https://knightlab.northwestern.edu/2014/06/05/five-mini-programming-projects-for-the-python-beginner/
Project
6/20/2018
I think the link lists out a few python projects that beginners could use as a way to practise what they have learnt so far.
draw rainbow project
Python
https://trinket.io/python/17b6a90467
Project
7/28/2018
It's the first project for this schoolership
Machine Learning for Product Managers, How do you get started with machine learning?
ML/AI
https://www.kennorton.com/newsletter/2016-07-27-bringing-the-donuts.html
Article
7/31/2018
Great list of first articles to get deeper into deep learning
A KEY FOR MASTERING DATA SCIENCE
Data Science
https://www.sharpsightlabs.com/blog/key-for-mastering-data-science/
Blog
7/30/2018
I enjoyed this article because it remembers the basic and common sense that I forgot, comparing the coding with daily activities which requires practices.
MySQL, SQL and Stored Procedures from Beginner to Advanced
SQL
https://www.udemy.com/mysql-and-sql-from-beginner-to-advanced
MOOC
Udemy
7/31/2018
Have already worked with SQL but this course covered all topics from the very beginnings to a lot of stuff I didn't know about (triggers, loops, etc.) to a great extent of detail and at the same topic at a great pace!
Data science glossary
Data Science
ML/AI
R
Python
https://www.kaggle.com/shivamb/data-science-glossary-on-kaggle
Project
Kaggle
7/10/2018
A great curated list of kernels providing forkable and reproducible tutorials on machine learning algorithms.
Data Science Bookmarks
Data Science
https://docs.google.com/document/d/13uZ9BfDjhkhYM1VlArPMVcjFMvKnH0kk5gEIn75GyR4/edit?usp=sharing
Resource List
8/1/2018
All the Data Science Resources that I've bookmarked till now.
Google is using AI to see inside the brain like never before
ML/AI
https://qz.com/1327196/google-is-using-ai-to-see-inside-the-brain-like-never-before/
Article
7/31/2018
This article shows the use of AI "to study the actual patterns of neurons in the brain in a comprehensive way.”
Bertelsmann track Lesson 26
Notes
https://docs.google.com/document/d/1dBEHinYL3AGgJ3DtzOAgGZV-MoqkX6TYiXAMjhyq5zA/edit?usp=sharing
Lesson Notes
8/1/2018
Defining Functions
Bertelsmann track Lesson 27
Notes
https://docs.google.com/document/d/1FDwNEgP7rjSTBbBIBHTfp5g01qYg37ekFTHyKStlmU4/edit?usp=sharing
Lesson Notes
8/1/2018
Scripting
Bertelsmann track Lesson 28
Notes
https://docs.google.com/document/d/1GlDyG5woGmCeznDn_7X1clIVRjw07VEBNLsbsyD34Ns/edit?usp=sharing
Lesson Notes
8/1/2018
Basic SQL
Bertelsmann track Lesson 29
Notes
https://docs.google.com/document/d/1B0QjFDXJLcBkWGlsMXVnxZIzw2aIkrJuCUtiS8Uj5Ao/edit?usp=sharing
Lesson Notes
8/1/2018
SQL joins
Bertelsmann track Lesson 30
Notes
https://docs.google.com/document/d/1mNXWCsW9Y7eyE7RpFyOt2V1GWNUNg1IcjAgw-nJboEM/edit?usp=sharing
Lesson Notes
8/1/2018
Aggregation
SQL: Become A Master In SQL - Richard Dorsey
SQL
https://www.goodreads.com/book/show/35480557-sql
EBook
8/1/2018
As a product manager, it is not about knowing how to write SQL queries but about understanding the data and asking the right questions. This is what the book is great for.
Hackernoon Blog
Data Science
General
https://hackernoon.com/
Blog
8/1/2018
Blog with continuous publications on product management and development that is used by state-of-the-art practicioners (8200 alumni).
Mind the Product
Computer Science
Career
Interview Prep
General
https://www.mindtheproduct.com/
Blog
8/1/2018
Probably the best blog for working and aspiring product managers. It posts around 30 articles per week, I recommend subscribing to their newsletter.
* https://www.usertesting.com/blog/2015/08/18/articles-for-product-managers/
Career
Interview Prep
Data Science
Computer Science
* https://www.usertesting.com/blog/2015/08/18/articles-for-product-managers/
Blog
8/1/2018
Great articles for beginning product managers. Knowledge that is often asked in interviews.
The Most Comprehensive Data Science & Machine Learning Interview Guide You’ll Ever Need
Data Science
Interview Prep
https://www.analyticsvidhya.com/blog/2018/06/comprehensive-data-science-machine-learning-interview-guide/?utm_source=feedburner&utm_medium=email&utm_campaign=Feed%3A+AnalyticsVidhya+%28Analytics+Vidhya%29
Career
Interview Prep
8/1/2018
great help for aspiring datascientist
Web Scraping Using Python
Python
Data Science
Data Visualization
https://www.datacamp.com/community/tutorials/web-scraping-using-python
Article
Blog
Practice
Datacamp
8/1/2018
In this tutorial, you'll learn how to extract data from the web, manipulate and clean data using Python's Pandas library, and data visualize using Python's Matplotlib library.
Data Science: A Comprehensive Overview
Data Science
https://dl.acm.org/citation.cfm?id=3076253
Research
Udacity
8/1/2018
Scientific research article easing a full overview of Data Science.
Python ORG
Python
https://www.python.org/
Tool
Udacity
8/1/2018
Python genuine website.
R
R
https://www.r-project.org/about.html
Tool
Udacity
8/1/2018
R genuine website.
Tableau
Tableau
https://www.tableau.com/
Tool
Udacity
8/1/2018
Tableau genuine website.
Mode
SQL
https://modeanalytics.com/
Tool
Udacity
8/1/2018
Mode Data Platform.
MongoDB
Big Data
https://www.mongodb.com/
Tool
Udacity
8/1/2018
MongoDB is a free and open-source cross-platform document-oriented database program.
Introduction to R
R
https://www.datacamp.com/courses/free-introduction-to-r
Resource List
Datacamp
8/1/2018
Same structure as in Udacity, and it is an alternative to learn R.
packt pub
Computer Science
Big Data
Python
ML/AI
Data Visualization
https://www.packtpub.com/
EBook
8/1/2018
They give away really top quality ebooks, many of which are related to Python. When not free, the books are worth €30 to €50 or more!!
Business Analytics Specialization
Data Science
https://www.coursera.org/specializations/business-analytics
MOOC
Coursera
8/1/2018
This Specialization provides an introduction to big data analytics for all business professionals, including those with no prior analytics experience. You’ll learn how data analysts describe, predict, and inform business decisions in the specific areas of marketing, human resources, finance, and operations, and you’ll develop basic data literacy and an analytic mindset that will help you make strategic decisions based on data. In the final Capstone Project, you’ll apply your skills to interpret
Web Scraping in Python using Scrapy (with multiple examples)
ML/AI
Python
https://www.analyticsvidhya.com/blog/2017/07/web-scraping-in-python-using-scrapy/
Tool
Blog
8/1/2018
Great article about Scrapy tool and how to use.
Machine Learning With Python!
Python
http://index-of.es/Varios-2/Machine%20Learning%20With%20Python.pdf
EBook
8/1/2018
A very easy and clear explanation of ML projects
Hospital Monitoring with R
R
Statistics
https://www.wiley.com/en-gb/Statistical+Methods+for+Hospital+Monitoring+with+R-p-9781118596302
PDF
8/2/2018
a way for practical application of statistical concepts to improve healthcare in hospitals using R programming language
misuse of statistics in biology
Statistics
http://influentialpoints.com/Training/statistics-for-biologists-how-to.htm
PDF
8/2/2018
being able to detect misuse in statistics helps to improve your judgment and thus your own applications
online stat course
Statistics
https://onlinecourses.science.psu.edu/stat501/node/255
MOOC
8/2/2018
perfect online course on statistics
which statistical test should I use ?
Statistics
https://stats.idre.ucla.edu/other/mult-pkg/whatstat/
Cheatsheet
8/2/2018
perfect to the point guide for statistical tests
Vienna Data Science Group
Data Science
General
https://viennadatasciencegroup.at
Official Site
Career
8/2/2018
The Vienna Data Science Group [VDSG] is a nonprofit association promoting knowledge about data science.
Data Machina mailing list
Data Science
https://www.getrevue.co/profile/datamachina
Resource List
8/2/2018
This is a great curated data science mailing list.
Free E-book for python
Python
https://www.amazon.com/Python-Manuscripts-Programming-Beginners-Intermediates-ebook/dp/B07CQPHC1N/ref=sr_1_555?s=digital-text&ie=UTF8&qid=1532678355&sr=1-555
EBook
8/2/2018
Python Programming For Beginners, Intermediates and Advanced
repli.it - An online REPL, Complier, & IDE
Coding
Python
R
https://repl.it/
Tool
8/2/2018
Not only is it an online IDE, but it allows you to share your code with others to see how it works (or doesn't)
codesignal
Computer Science
R
Coding
Interview Prep
Python
SQL
https://app.codesignal.com
Interview Prep
Practice
8/2/2018
Nice problems for practicing programming. Do you know your CODING SCORE? Coding Score is a measure of your overall implementation and problem-solving ability. It is a predictor of how you will perform in technical interviews.
Machine Learning Material
Data Science
ML/AI
Pandas
Computer Science
Statistics
Python
https://drive.google.com/file/d/1ECNphlxYeYBi0Msr0RXHlbJa5oDzy_Bx/view?usp=sharing
EBook
Cheatsheet
PDF
8/3/2018
Contains the great cheatsheets and ebook collection of data science
SQL DEVELOPER INDEPTH TIPS AND TECHNIWUES
SQL
https://www.udemy.com/sql-developer-in-depth-tips-and-techniques/
MOOC
Udemy
8/2/2018
This course teaches you tips to improve your sql skillset
FREE COURSE Data Structures & Algorithms in Python
Python
https://www.udacity.com/course/data-structures-and-algorithms-in-python--ud513
MOOC
Udacity
8/2/2018
This course will introduce you to common data structures and algorithms in Python. You'll review frequently-asked technical interview questions and learn how to structure your responses.
Coding Bootcamp Scholarships for Women
Career
https://www.coursereport.com/blog/bootcamp-scholarships-for-women-a-comprehensive-list
Resource List
Career
8/2/2018
Great article about the opportunities for 2018 to scholarships and boot camps for women. Education is the way to empower our lives.
UB Women Data Scholars
Data Science
R
Pandas
ML/AI
Tableau
Deep Learning
Big Data
Statistics
Python
SQL
Data Visualization
https://medium.com/ub-women-data-scholars
Blog
Student Article
Article
Medium
8/3/2018
An initiative under Udacity -Bertelsmann Data Science Scholarship 2018 by women who code SL's for bridging the gender gap in the data world. All articles blog post is related to statistics, Python, Data Science & related Technologies.
UB Women Data Scholars
Data Science
Tableau
Computer Science
Pandas
R
Hadoop
Statistics
ML/AI
Python
SQL
https://www.youtube.com/channel/UCrxso4uNQK4QmoVY6g0Gqqg?view_as=subscriber
Video
Youtube
8/3/2018
An initiative under the Udacity -Bertelsmann Data Science Scholarship 2018 this youtube channel have Data Science and related tech video tutorials created & uploaded by Women Data Scholars.
SQL For Data Analysis
SQL
https://medium.com/@diana.culincu/sql-for-data-analysis-part-i-95ce957b2c4
Blog
Lesson Notes
Student Article
Medium
8/3/2018
My first article about SQL and Lessons Learned.
SQL for Data Analysis - Basic SQL
Computer Science
SQL
https://medium.com/@diana.culincu/sql-for-data-analysis-basic-sql-516c4ff11ca2
Student Article
Lesson Notes
Medium
8/3/2018
Part 2 of SQL - basic SQL
Learn Oracle BY Video
Big Data
https://drive.google.com/drive/folders/1oX-kaFqnRYO8aznPKl7b5d6Hd-LWephW?usp=sharing
Video
Youtube
8/3/2018
Learn Oracle BY Video
Database Overview
Data Science
https://drive.google.com/drive/folders/1uYx-SFmnhGWFpXJDR9NCycNke9Rdbucz?usp=sharing
PDF
8/3/2018
Database Overview
SQL Tutorial pdf
Python
https://drive.google.com/drive/folders/1dg9Gd5YA1hlHZS7pRxogFT4yacuhGdAm?usp=sharing
PDF
8/3/2018
SQL Tutorial pdf
python tutorial pdf
Python
https://drive.google.com/drive/folders/1n1MvIRZ9H5Mma5XtYXLo2BREAC4UEab1?usp=sharing
PDF
8/3/2018
python tutorial pdf
Full course in one video BY freeCodeCamp
Computer Science
Data Science
Python
SQL
https://www.youtube.com/playlist?list=PLWKjhJtqVAbnupwRFOq9zGOWjdvPRtCmO
Video
Youtube
8/3/2018
Full course in one video BY freeCodeCamp
Workout Wednesday - Tableau Challenges
Tableau
Data Visualization
http://www.workout-wednesday.com/
Practice
8/3/2018
A challenge is set each week for you to try to replicate in Tableau. A great chance to practice data visualization skills in Tableau using clear briefs that allow you to focus on refining technical skills without getting distracted by dreaming up creative designs.
Why is important Data Base Normalization
SQL
Data Visualization
http://www.itprotoday.com/microsoft-sql-server/sql-design-why-you-need-database-normalization
Blog
News
8/3/2018
Pretty interesting content about Normalization rules and the importance of data cleaning
Five Thirty Eight News Channel Data
Data Science
Data Visualization
https://data.fivethirtyeight.com/
News
Tool
8/3/2018
Five Thirty Eight is a US News agency that focuses on data driven content. Political polling, sports statistics, economic statistics, etc. They just made all of their raw data public so people can practic3 their own visualizations and analysis.
Best MOOC for Data Science
Data Science
https://datamovesme.com/2018/08/01/favorite-moocs-for-data-scientists/
Blog
8/4/2018
This article include the favourite MOOCs of some really great data scientist through a poll on linkedin.
Articles for ML and DATA SCIENCE
Data Science
Deep Learning
ML/AI
https://www.linkedin.com/feed/update/urn:li:activity:6431359492771979264
Blog
8/4/2018
It is a great list of good blogs.
artificial-intelligence-vs-machine-learning-vs-data-science
Data Science
ML/AI
https://www.newgenapps.com/blog/artificial-intelligence-vs-machine-learning-vs-data-science
Blog
8/4/2018
Clears all your doubts about the difference between ML,AI and data science
Python Beginner Tutorial
Python
https://www.w3schools.com/python/default.asp
Official Site
8/4/2018
This is a website that gives you the basic knowledge for python, and it has examples that you can run in order to see how they work. It is a good tool for beginners.
SQL for begginers
SQL
https://www.tutorialspoint.com/sql/index.htm
Official Site
8/4/2018
This is a pretty good website for beginners as it goes though all that the SQL language can do and has simple examples that help you understand the theory.
Python tutorial that also has also an error traceback reading lesson
Python
http://interactivepython.org/courselib/static/thinkcspy/Debugging/KnowyourerrorMessages.html
Practice
8/4/2018
I recommend this for those struggling with understanding how to read what the error output for python is telling you.
How to read an error traceback in Python
Python
http://cs.franklin.edu/~ansaria/traceback.html
Article
8/4/2018
Although this is a short article, it explains clearly how to read the error traceback, and how you can fix your error. For those who are beginning to code this will come in handy making it easier to troubleshoot the error.
Dash Web Apps
Data Visualization
https://dash.plot.ly/
Tool
8/4/2018
You can use Dash to create web apps in pure Python.
Julia Language
Coding
https://juliacomputing.com/
Official Site
8/4/2018
Julia is a language that was specifically designed for data work. It has become very popular over a short period of time, and is generally regarded as a third option behind Python and R.
Python using Django for Arabic speakers
Python
https://app.barmej.com/برمجة-المواقع-مع-جانغو-Django
Video
8/5/2018
For Arabic speakers who found courses in English somehow difficult to understand, the instructors give the whole course in Arabic
How to learn Execl online
Computer Science
General
https://blog.hubspot.com/marketing/learn-excel-resources
Excel
8/5/2018
The most helpful part of his website is probably the Excel Tips tab, which has a long list of useful pointers on formatting, formulas, charts and graphics, and printing. The tips themselves include everything from working with fractions, to unlinking a pivot table from its source data, to spreadsheet protection FAQs
19 Free Public Data Sets For Your First Data Science Project
Data Science
Statistics
Experience
https://www.springboard.com/blog/free-public-data-sets-data-science-project/
Article
Practice
8/5/2018
You need constant practice in order to remember and apply what you've learned. This article provides data resources you can use for further learning
Free data sets
Data Science
Statistics
Experience
https://guides.emich.edu/data/free-data
Article
8/5/2018
Practice makes perfect - apply the concepts you've learned to other data sets and further your skills
What I wish I'd known about the Bertelsmann - Udacity scholarship before starting
Career
General
Udacity
https://medium.com/@lau_b278/what-i-wish-id-known-about-the-bertelsmann-udacity-scholarship-before-starting-da1098495ec0
Article
8/5/2018
Some tips I wish I had known before starting the program
Data Science Conference - Sept 2018
Career
Data Science
https://odsc.com/london
Career
Event
8/6/2018
Data Science Conference in September in London
Machine Learning A Probabilistic Perspective
Computer Science
https://drive.google.com/file/d/1bgftd7-nxJx7mCWia2CYR16mqTuNPAzY/view?usp=sharing
EBook
8/6/2018
This book explains different ML models theories in details and describes the statistical part behind the.
What I wish I’d known about the Bertelsmann — Udacity scholarship before starting
Career
Udacity
General
https://medium.com/@lau_b278/what-i-wish-id-known-about-the-bertelsmann-udacity-scholarship-before-starting-da1098495ec0
Student Article
8/6/2018
Some tips I wish I had known before starting the class, might help other Udacity scholars down the road :)
Introduction to Pandas
Data Science
Pandas
https://github.com/datapythonista/pandas-tutorials
Practice
Github
8/6/2018
This is an awesome introduction to Pandas (written by one of the core contributors). If you are looking for a starter Pandas tutorial, I really recommend this tutorial!
Python for Everybody
Python
https://www.py4e.com/
MOOC
8/6/2018
work through course materials related to the free Python for Everybody text book
SQL Tutorial
SQL
http://www.sqltutorial.org/
Tool
8/6/2018
Easy way to learn SQL and practice!
The 10 Statistical Techniques Data Scientists Need to Master
Career
https://medium.com/cracking-the-data-science-interview/the-10-statistical-techniques-data-scientists-need-to-master-1ef6dbd531f7
Blog
Medium
8/6/2018
Why study Statistical Learning? It is important to understand the ideas behind the various techniques, in order to know how and when to use them.
The Open Source Data Science Masters
Data Science
http://datasciencemasters.org/
Tool
8/6/2018
The open-source curriculum for learning Data Science. Foundational in both theory and technologies, the OSDSM breaks down the core competencies necessary to making use of data.
r/data is beautiful
Data Visualization
https://www.reddit.com/r/dataisbeautiful/
Discussions
8/6/2018
This link is great because there are many ideas or examples for Data Visualization. Data is beautiful :)
Oracle Database 18c
SQL
https://docs.oracle.com/en/database/oracle/oracle-database/18/videos.html?elq_mid=118803&sh=2625232215092601221609180116290802112031&cmid=DEVT180622P00024
Video
8/7/2018
Oracle Database 18c
Natural Language Processing with Python
ML/AI
Python
http://www.nltk.org/book/
EBook
8/7/2018
very good step by step introduction into NLP - easy to learn also for beginners or people without tech background
Pandas Cookbook (Julia Evans)
Data Science
Pandas
Python
https://github.com/jvns/pandas-cookbook
EBook
Practice
Github
8/7/2018
good introduction to Python's Pandas with real world datasets and examples to practise yourself
Bit by Bit: Social Research in the Digital Age
Data Science
Coding
General
https://www.bitbybitbook.com/en/1st-ed/preface/
EBook
8/7/2018
A book by a Princeton Professor built on two main hypotheses: 1) Data scientists and social scientists have a lot to learn from another. 2) There is great potential in computational social science, or the use of data science methods applied to social science questions. One can read it only for free, but it is totally worth to buy a copy!
Data Science Ethics course
Data Science
Ethics
https://courses.edx.org/courses/course-v1:MichiganX+DS101x+1T2018/course/
MOOC
Edx
8/7/2018
This is a course about Ethics in Data Science.
5 quick and easy data visualizations in Python
Python
https://towardsdatascience.com/5-quick-and-easy-data-visualizations-in-python-with-code-a2284bae952f
Article
Medium
8/7/2018
An article with code and explanation how to visualize data with Matplotlib
Introduction to data visualizations using python
Pandas
https://mubaris.com/2017/09/26/introduction-to-data-visualizations-using-python/
Practice
Article
8/7/2018
Data visualization with Pandas with code
Project visualization with Pandas and Matplotlib Interactive Instructions
Pandas
https://discussions.udacity.com/t/project-visualization-with-pandas-and-matplotlib-interactive-instructions/786638
Practice
8/7/2018
Step by step instruction how to do data analysis with Pandas and Matplotlib
Pandas Tutorial: Data analysis with Python: Part 1
Pandas
https://dataquest.io/blog/pandas-python-tutorial/
Practice
8/7/2018
Pandas tutorial
Data Cleaning for The Enron Fraud Machine Learning Case
Data Science
Data Visualization
https://medium.com/@egmp777/data-cleaning-for-the-enron-fraud-machine-learning-case-96b14b971d14
Article
8/7/2018
Will teach you how to apply data science concepts and python programming knowledge to clean data for machine learning projects
How to solve business and data analysis problems at work
Data Science
https://schoolofdata.org
Practice
8/8/2018
Real business cases and practical-based courses focused on daily projects at work
COALESCE
SQL
https://www.youtube.com/watch?v=AzkHAO4JzNQ
Practice
Youtube
8/8/2018
It clearly explains how COALESCE works on a good example.
all lesson concepts into one document
General
Data Science
https://discussions.udacity.com/t/all-lesson-concepts-into-one-document/851636
Lesson Notes
Forum
8/8/2018
It is good for those who didn't took note and want to revisit important concept .
Statistics and Data Science - MITx Micromasters
Data Science
Statistics
ML/AI
https://www.edx.org/micromasters/mitx-statistics-and-data-science#why-this-program
MOOC
Edx
8/8/2018
MITx will have good content and their certificate will have good value.
Data Science Weekly
Data Science
https://www.datascienceweekly.org/
Career
Video
Article
Resource List
Tool
8/8/2018
If you subcribe you will get a weekly email about data science. It includes articles, books and videos about data science including cool studies that have been done using data, as well as links to different resources where you can train your data science skills. Finally, it also lists data science jobs. Basically a variety of things about data science catering to your data science cravings weekly :)
O'Reilly
Data Science
https://www.oreilly.com/topics/data
News
8/8/2018
Great website to find news articles about different topics within the data science field.
SQL Notes, Quizzes and Solutions
SQL
https://drive.google.com/drive/folders/1RFFBr3khb6EtSozVHstxXUccmR_IyXBK
Lesson Notes
Udacity
8/8/2018
I am sharing my SQL notes with you including quizzes and solutions :)
Python3 Online Compiler
Python
https://repl.it/repls/InformalLightcyanDonateware
Tool
8/8/2018
Rather than downloading Python through Anaconda, you can execute your code online.
Python3 Online Compiler
Python
https://www.tutorialspoint.com/execute_python3_online.php
Tool
8/8/2018
Rather than downloading Python through Anaconda, you can just run your code online.
Curso Introdução Python - YouTube
Python
https://www.youtube.com/watch?v=lJjR906426o&list=PLfCKf0-awunOu2WyLe2pSD2fXUo795xRe
Video
Practice
Youtube
8/8/2018
Curso Introdutório de Python - do básico até integração à banco de dados
SQL Summary Notes on Commands, Logical Operators, Joins, Aggregations
SQL
Coding
Notes
Udacity
https://drive.google.com/open?id=14xXoPW4IIvpkGAEq5JeBqdm0Qr98nC74
Practice
Cheatsheet
Lesson Notes
PDF
Udacity
8/8/2018
Hello everyone! Lately I’ve posted a PDF with notes on the Descriptive Statistics. Today I would like to share a brief PDF summary on the SQL lessons that dealt with commands, logical operators, joins and aggregation. I sincerely hope this file will help you as much as it is helping me for revising and really consolidating all that I’ve had the chance to learn in this amazing challenge course. I wish you all good luck and an amazing weekend!
Course Flashcards in Emacs Format
Flashcards
Statistics
Python
SQL
https://drive.google.com/drive/folders/1amZNIALe_vOlLBDfpTbkM_kD9pnxhjUz?usp=sharing
Flashcards
8/8/2018
Emacs is totally free and enables you to learn using spaced repetition: https://en.wikipedia.org/wiki/Spaced_repetition
SQL BASICS
SQL
https://drive.google.com/file/d/1hv8Jdi-r9BOILDpPEuKt-MrUtsHkWPvB/view?usp=sharing
Practice
Lesson Notes
Udacity
8/10/2018
This is the description of SQL which i have compiled during my learning tenure in udacity. Just to take a brief look at sql and remember the important points. It helps me alot to keep my notes with me and this is where it comes in handy. Happy Querying!
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