Can you LEARN DATA SCIENCE for FREE? YES! I'll show you HOW! HD
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. ►Subscribe to my YouTube Channel http://bit.ly/2LCdOy1 RECOMMENDED BOOKS IN MY STORE https://www.amazon.com/shop/pythonprogrammer Music by bensound.com 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/PythonDataScienceHandbook/blob/8a34a4f653bdbdc01415a94dc20d4e9b97438965/notebooks/Index.ipynb Then this Pandas tutorial https://pandas.pydata.org/pandas-docs/stable/getting_started/10min.html 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_zzaMoSs&list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab Khan Academy https://www.khanacademy.org/math/linear-algebra https://betterexplained.com/articles/linear-algebra-guide/ Introduction to Methods of Applied Mathematics http://physics.bgu.ac.il/~gedalin/Teaching/Mater/am.pdf Mathematical Tools for Physics http://www.physics.miami.edu/~nearing/mathmethods/mathematical_methods-one.pdf https://www.math.ubc.ca/~carrell/NB.pdf (Linear Algebra Reference) https://math.byu.edu/~klkuttle/EssentialLinearAlgebra.pdf (Reference) CALCULUS Essence of Calculus https://www.youtube.com/watch?v=WUvTyaaNkzM&list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr https://www.khanacademy.org/math/calculus-1 https://www.khanacademy.org/math/calculus-2 https://www.khanacademy.org/math/multivariable-calculus PRACTICE PYTHON PROJECTS https://github.com/tuvtran/project-based-learning#python 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/ExploringDataWithPython/blob/master/LearningDataVisualization.ipynb https://www.kaggle.com/c/titanic#description PROBABILITY AND STATISTICS https://www.khanacademy.org/math/statistics-probability http://greenteapress.com/thinkstats/thinkstats.pdf https://bookboon.com/en/applied-statistics-ebook http://www.wzchen.com/probability-cheatsheet/ STATISTICAL LEARNING An Introduction to Statistical Learning https://www-bcf.usc.edu/~gareth/ISL/index.html (Essential) https://work.caltech.edu/telecourse.html Elements of Statistical Learning (Extremely useful) https://web.stanford.edu/~hastie/ElemStatLearn/ PYTHON AND DATA SCIENCE Chapter 5 Python Data Science Handbook https://github.com/jakevdp/PythonDataScienceHandbook/blob/8a34a4f653bdbdc01415a94dc20d4e9b97438965/notebooks/Index.ipynb https://scikit-learn.org/stable/tutorial/index.html DATA STRUCTURES AND ALGORITHMS IN PYTHON https://eu.udacity.com/course/data-structures-and-algorithms-in-python--ud513 http://interactivepython.org/runestone/static/pythonds/index