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Data Science学习第三天: Free Data Science learning resources.

Free Data Science learning resources.

source
https://www.youtube.com/watch?v=eTxyviU0Ddo

This is a data science learning path.

1. RECOMMENDED BOOKS IN MY STORE

https://www.amazon.com/shop/pythonprogrammer

2. PYTHON BASICS

Introduction to Python, The Scientific Libraries, Advanced Python Programming and the Pandas

1) Section of Data and Empirics

https://lectures.quantecon.org/py/

2) Chapters 1 – 4 in this book

https://github.com/jakevdp/PythonDataScienceHandbook/blob/8a34a4f653bdbdc01415a94dc20d4e9b97438965/notebooks/Index.ipynb

3. python库

1) Pandas

Pandas tutorial

https://pandas.pydata.org/pandas-docs/stable/getting_started/10min.html

Some excellent pandas code examples

https://github.com/wesm/pydata-book

4.PRACTICE PYTHON PROJECTS

1) MORE PYTHON

2) DATA EXPLORATION

4.MATHS

1) LINEAR ALGEBRA 线性代数

2)应用数学方法导论Introduction to Methods of Applied Mathematics

https://physics.bgu.ac.il/~gedalin/Teaching/Mater/am.pdf

3) 物理数学工具 Mathematical Tools for Physics

http://www.physics.miami.edu/~nearing/mathmethods/mathematical_methods-one.pdf

4) 微积分学 CALCULUS

5. 概率和统计 PROBABILITY AND STATISTICS

1) 统计学习 STATISTICAL LEARNING

6. PYTHON AND DATA SCIENCE

7. DATA STRUCTURES AND ALGORITHMS IN PYTHON

7. TENSORFLOW 机器学习速成课程

8. SQL

8. GIT AND VERSION CONTROL

TAKE THIS CLASS

补充材料 SUPPLEMENTARY MATERIAL

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