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I watched this inspiring video called “Can you LEARN DATA SCIENCE for FREE? YES! I’ll show you HOW!” and came to a sudden realization - I have been working along this track and had not fully realized it. Thank you for that “Data Scientist - Giles McMullen”. So, to get going, I’ve transcribed the links from the video. Python Basics Quantitative Economics with Python: This covers a lot of topics, including: Introduction to Python, The Scientific Libraries, Advanced Python Programming and the Pandas Section of Data and Empirics Python Data Science Handbook by Jake VanderPlas 10 Minutes to pandas Python for Data Analysis, 2nd Edition - Here are some excellent pandas code examples. Math Linear Algebra Vectors, what even are they? Essence of Linear Algebra, chapter 1 - (3Blue1Brown YouTube video) Linear algebra - (Khan Academy course) Better Explained: An Intuitive Guide to Linear Algebra Introduction to Methods of Applied Mathematics - (PDF eBook Download) Mathematical Tools for Physics - (PDF eBook Download) FUNDAMENTALS OF LINEAR ALGEBRA - Linear Algebra Reference, PDF eBook Download Linear Algebra And Analysis - (PDF eBook Download Reference Calculus Essence of Calculus Essence of calculus, chapter 1 - 3Blue1Brown YouTube video introduction Calculus 1 - Khan Academy course Calculus 2 - Khan Academy course Multivariable calculus - Khan Academy course Practice Python Projects Project Based Learning - Links to learning projects for many languages, not just python and R Project Euler Math Challenges - One of my favorites! More Python Learning Scientific Programming - Work through as many of the examples as you fancy in Chapters 6 and 7 here Data Exploration Python Visualization for Exploration of Data Titanic: Machine Learning from Disaster Probability and Statistics Statistics and probability - Khan Academy course Think Stats: Probability and Statistics for Programmers Applied Statistics - Free eBook download The Only Probability Cheat sheet You’ll Ever Need Statistical Learning An Introduction to Statistical Learning with Applications in R - Essential PDF book download Learning From Data - Online machine learning course Elements of Statistical Learning - Extremely useful - PDF book download Python and Data Science Chapter 5 Python Data Science Handbook - online book scikit-learn Tutorials - collection of tutorial links Data Structure and Algorithms in Python Data Structures & Algorithms in Python by Grow with Google - free Udacity course Problem Solving with Algorithms and Data Structures using Python - online book TensorFlow Machine Learning Crash Course with TensorFlow APIs SQL Intro to SQL: Querying and managing data - Khan Academy course If you’re going to play with SQL, you’ve got to have a cheat sheet. Check out this cheat sheet from Luke Harrison. Git and Version Control git –fast-version-control - online book Take This Class CS109 Data Science R Tutorials for learning R Supplemental Material The “official” python tutorial The python Reddit The datascience Reddit Stack Overflow python questions Data Science - Stack Exchange questions Home of the Jupyter Notebook How to Think Like a Computer Scientist Also, check out my other python resources. Write a Blog Part of the challenge is to blog about your experiences. Here is an article of one way to do it. ...