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/
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…
The post Free Data Science learning resources appeared first on Nghiahsgs.
Nhận xét
Đăng nhận xét