Data Science learning path

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/