AI学习资源

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scikit-learn algorithm cheat-sheet

 

工具分享

Anaconda

https://www.anaconda.com/

NumPy

https://numpy.org/

https://www.numpy.org.cn/

Pandas

https://pandas.pydata.org/

https://www.pypandas.cn/

Matplotlib

https://matplotlib.org/

https://www.matplotlib.org.cn/

教程分享

Google机器学习速成教程

https://developers.google.com/machine-learning/crash-course/

李宏毅机器学习笔记

https://datawhalechina.github.io/leeml-notes

https://github.com/datawhalechina/leeml-notes

DIVE INFO DEEP LEARNING

https://zh.d2l.ai/

动手学深度学习

https://github.com/d2l-ai/d2l-zh

动手学深度学习（PyTorch版）

http://tangshusen.me/Dive-into-DL-PyTorch/#/

好书分享

深度学习（花书）

http://www.deeplearningbook.org/

神经网络与深度学习（蒲公英书）

https://nndl.github.io/

周志华.机器学习（西瓜书）

https://cs.nju.edu.cn/zhouzh/zhouzh.files/publication/MLbook2016.htm

周志华.机器学习详细公式推导版（南瓜书）

https://github.com/datawhalechina/pumpkin-book

Deep Learning with Python

https://www.manning.com/books/deep-learning-with-python

Python Data Science Handbook

https://www.oreilly.com/library/view/python-data-science/9781491912126/

Python for Data Analysis, 2nd Edition

https://www.oreilly.com/library/view/python-for-data/9781491957653/