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[DataScience] Python的教程推荐,楼主都已经试过毒的:))

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hutianyou 发表于 2017-8-8 10:37:04 | 显示全部楼层 |阅读模式

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本帖最后由 hutianyou 于 2017-8-8 12:14 编辑

自己学习Python过程中,用到了一些package,一些教程,欢迎大家指正补充。Cheers:)
Sentdex's pythonprogramming website is a really good starting point. It has a lot of hand on tutorials, in great detail.

Sentdex, has some good python tutorials covering many topics https://pythonprogramming.net/. You may want to start from python basic grammar: https://pythonprogramming.net/introduction-to-python-programming/
matplotlib -> visualisation: https://matplotlib.org/. 鐗涗汉浜戦泦,涓浜╀笁鍒嗗湴
opencv -> image recognition: http://docs.opencv.org/3.0-beta/ ... s/py_tutorials.html
pandas-> data analysis data manipulation: http://pandas.pydata.org/
codecademy, interactive python tutorials :https://www.codecademy.com/learn/python. 涓浜-涓夊垎-鍦帮紝鐙鍙戝竷
scikit-learn -> python machine learning: http://scikit-learn.org/ . 鍥磋鎴戜滑@1point 3 acres
Learn python for Data Science from edx. very good examples, a good intro to using machine learning in python: https://courses.edx.org/courses/ ... DAT210x+6T2016/info
natural language processing: https://github.com/nltk/nltk.鏈枃鍘熷垱鑷1point3acres璁哄潧
web scraping: beautifulsoup: https://www.crummy.com/software/BeautifulSoup/bs4/doc/
More advanced stuff:
Deep learning: . 涓浜-涓夊垎-鍦帮紝鐙鍙戝竷
Keras: https://keras.io/
Tensorflow: https://www.tensorflow.org/
PyTorch is more naive than Tensorflow: Difference Between Tensorflow and PyTorch (Updated on 08/08/2017, Thanks justin.)




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justin 发表于 2017-8-8 10:49:33 | 显示全部楼层
deep learning用pytorch啊。pytorch才是真正原生的python deep learning package。tensorflow只是用python定义的API,连变量名都是驼峰规则。。。

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 楼主| hutianyou 发表于 2017-8-8 11:29:44 | 显示全部楼层
justin 发表于 2017-8-8 10:49
deep learning用pytorch啊。pytorch才是真正原生的python deep learning package。tensorflow只是用python ...

谢谢,学习了
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