Free Data Science learning resources

Free Data Science learning resources. You can learn data science for nothing. This is a data science learning path. I will add to this list as I discover more content.

►Recommend  YouTube Channel http://bit.ly/2LCdOy1

 

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/

Looking for a paid course? Data Camp is good for beginners, you can get a 30 day free trial by following this affiliate link https://www.datacamp.com?tap_a=5644-d…

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