https://www.youtube.com/watch?v=xC-c7E5PK0Y
https://www.youtube.com/watch?v=mxc4cquvRUk
Free DS Resources
PYTHON BASICS
Introduction to Python, The Scientific Libraries, Advanced Python Programming and the Pandas Section of Data and Empirics https://lectures.quantecon.org/py/
Chapters 1 - 4 in this book https://github.com/jakevdp/PythonData…
Then this Pandas tutorial https://pandas.pydata.org/pandas-docs…
Here are some excellent pandas code examples https://github.com/wesm/pydata-book
MATHS
LINEAR ALGEBRA
Essence of Linear Algebra https://www.youtube.com/watch?v=fNk_z… Khan Academy https://www.khanacademy.org/math/line… https://betterexplained.com/articles/… Introduction to Methods of Applied Mathematics http://physics.bgu.ac.il/~gedalin/Tea… Mathematical Tools for Physics http://www.physics.miami.edu/~nearing… https://www.math.ubc.ca/~carrell/NB.pdf (Linear Algebra Reference) https://math.byu.edu/~klkuttle/Essent… (Reference)
CALCULUS
Essence of Calculus https://www.youtube.com/watch?v=WUvTy… https://www.khanacademy.org/math/calc… https://www.khanacademy.org/math/calc… https://www.khanacademy.org/math/mult…
PRACTICE PYTHON PROJECTS https://github.com/tuvtran/project-ba… https://projecteuler.net/
MORE PYTHON
Work through as many of the examples as you fancy in Chapters 6 and 7 here https://scipython.com/book/
DATA EXPLORATION
https://github.com/StephenElston/Expl…
https://www.kaggle.com/c/titanic#desc…
PROBABILITY AND STATISTICS
https://www.khanacademy.org/math/stat… http://greenteapress.com/thinkstats/t… https://bookboon.com/en/applied-stati… http://www.wzchen.com/probability-che…
STATISTICAL LEARNING
An Introduction to Statistical Learning https://www-bcf.usc.edu/~gareth/ISL/i… (Essential) https://work.caltech.edu/telecourse.html Elements of Statistical Learning (Extremely useful) https://web.stanford.edu/~hastie/Elem…
PYTHON AND DATA SCIENCE
Chapter 5 Python Data Science Handbook https://github.com/jakevdp/PythonData…
https://scikit-learn.org/stable/tutor…
DATA STRUCTURES AND ALGORITHMS IN PYTHON https://eu.udacity.com/course/data-st… http://interactivepython.org/runeston…
TENSORFLOW https://developers.google.com/machine…
SQL https://www.khanacademy.org/computing…
GIT AND VERSION CONTROL
https://git-scm.com/book/en/v2
TAKE THIS CLASS https://cs109.github.io/2015/index.html
R
https://www.r-bloggers.com/how-to-lea…
SUPPLEMENTARY MATERIAL
https://docs.python.org/3/tutorial/in…
https://www.reddit.com/r/Python/
https://www.reddit.com/r/datascience/
https://stackoverflow.com/questions/t…
https://datascience.stackexchange.com/
https://jupyter.org/
How to think like a computer scientist http://www.openbookproject.net/thinkc…
WRITE A BLOG - https://onextrapixel.com/start-jekyll… SLACK GROUPS: https://kagglenoobs.herokuapp.com/ https://datadiscourse.herokuapp.com/
Quantitative Economics with Python
https://lectures.quantecon.org/py/