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“机器学习”是当下最热门的领域，所以这份书单来得正好！它针对这个领域由浅入深提供一个清晰的脉络，从而让不同程度的读者都能受益。

按我的理解，这份书单靠两条“腿”走路。一条是数据科学（data science），一条是机器学习理论入门（beginners）。如果在数据科学里再钻研得深一些，可以有两个方向R和Python。如果在机器学习入门里继续走下去，就变成了专家（expert）。深度学习（deep learning）是一个相对独立的领域，其中除了用到R和Python以外，还提到了tensorflow软件。当数据科学和机器学习理论“相遇”时（图中黄圈处，machine learning + data science），应该是最实用的所在。个人觉得这里推荐的量化金融书籍与机器学习的关系不大。最后，温馨提示，从树形图的末端到树干，书籍的难易程度逐步加强。大家按图索骥，循序渐进，各取所需。


顺便提一下，这份书单本身就是由某个算法生成的（详情见：https://anvaka.github.io/greview/hands-on-ml/1/）


书单中提及的书，论坛里大多能找到，在此一并附上。如果大家觉得有用，就点个赞，加个关注哈（请点击头像下方“加关注”。关注成功后，查看这里即可：三步走把千本好书“一网打尽”！。）。希望大家畅所欲言，谈谈自己学习“机器学习”的经验。

Data Science

https://bbs.pinggu.org/thread-2125753-1-1.html



https://bbs.pinggu.org/thread-6647061-1-1.html



https://bbs.pinggu.org/thread-446308-1-1.html



https://bbs.pinggu.org/thread-1182875-1-1.html



https://bbs.pinggu.org/thread-4598857-1-1.html


https://bbs.pinggu.org/thread-5650982-1-1.html



https://bbs.pinggu.org/thread-902626-1-1.html



https://bbs.pinggu.org/thread-5991551-1-1.html



https://bbs.pinggu.org/thread-5492468-1-1.html



https://bbs.pinggu.org/thread-6562273-1-1.html


https://bbs.pinggu.org/thread-5492362-1-1.html



https://bbs.pinggu.org/thread-3015126-1-1.html



https://bbs.pinggu.org/thread-3684575-1-1.html



https://bbs.pinggu.org/thread-4410134-1-1.html



https://bbs.pinggu.org/thread-3908344-1-1.html


https://bbs.pinggu.org/thread-3868761-1-1.html

Python

https://bbs.pinggu.org/thread-3581968-1-1.html


https://bbs.pinggu.org/thread-3864682-1-1.html



https://bbs.pinggu.org/thread-6375512-1-1.html



https://bbs.pinggu.org/thread-4662820-1-1.html



https://bbs.pinggu.org/thread-2904047-1-1.html



https://bbs.pinggu.org/thread-4444346-1-1.html


https://bbs.pinggu.org/thread-5881718-1-1.html



https://bbs.pinggu.org/thread-4163019-1-1.html



https://bbs.pinggu.org/thread-3363389-1-1.html



https://bbs.pinggu.org/thread-4959544-1-1.html



https://bbs.pinggu.org/thread-3137925-1-1.html


https://bbs.pinggu.org/thread-6616771-1-1.html



https://bbs.pinggu.org/thread-6735321-1-1.html



https://bbs.pinggu.org/thread-4138102-1-1.html



Fluent Python: Clear, Concise, and Effective Programming



https://bbs.pinggu.org/thread-5454322-1-1.html


https://bbs.pinggu.org/thread-3137168-1-1.html



https://bbs.pinggu.org/thread-3821366-1-1.html



https://bbs.pinggu.org/thread-6336784-1-1.html



Programming Python: Powerful Object-Oriented Programming




https://bbs.pinggu.org/thread-3619247-1-1.html


https://bbs.pinggu.org/thread-6372434-1-1.html

R

https://bbs.pinggu.org/thread-4631688-1-1.html



https://bbs.pinggu.org/thread-2587468-1-1.html



https://bbs.pinggu.org/thread-4799857-1-1.html



https://bbs.pinggu.org/thread-5998636-1-1.html



https://bbs.pinggu.org/thread-5760679-1-1.html


https://bbs.pinggu.org/thread-4513668-1-1.html



https://bbs.pinggu.org/thread-5957816-1-1.html



https://bbs.pinggu.org/thread-5758602-1-1.html



https://bbs.pinggu.org/thread-1200265-1-1.html



https://bbs.pinggu.org/thread-3146173-1-1.html


Learning R: A Step-by-Step Function Guide to Data Analysis



https://bbs.pinggu.org/thread-5921143-1-1.html



https://bbs.pinggu.org/thread-4651977-1-1.html

https://bbs.pinggu.org/thread-3236826-1-1.html



https://bbs.pinggu.org/thread-3638914-1-1.html



R Cookbook: Proven Recipes for Data Analysis, Statistics, and Graphics


https://bbs.pinggu.org/thread-2434002-1-1.html



https://bbs.pinggu.org/thread-5036778-1-1.html
https://bbs.pinggu.org/thread-6791225-1-1.html

Machine Learning + Data Science (R & Python)

https://bbs.pinggu.org/thread-6811239-1-1.html



Django for Beginners: Build websites with Python and Django



https://bbs.pinggu.org/thread-6576561-1-1.html



https://bbs.pinggu.org/thread-3829326-1-1.html



https://bbs.pinggu.org/thread-5888963-1-1.html


https://bbs.pinggu.org/thread-805331-1-1.html



https://bbs.pinggu.org/thread-2508186-1-1.html



https://bbs.pinggu.org/thread-4951252-1-1.html



https://bbs.pinggu.org/thread-6332650-1-1.html



https://bbs.pinggu.org/thread-3852481-1-1.html




https://bbs.pinggu.org/thread-6445648-1-1.html



https://bbs.pinggu.org/thread-4765656-1-1.html



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关键词：机器学习理论 机器学习 数据科学 学习理论 算法生成

Beginners

https://bbs.pinggu.org/thread-3173682-1-1.html



Competing on Analytics: Updated, with a New Introduction: The New Science of Winning




https://bbs.pinggu.org/thread-3238331-1-1.html




https://bbs.pinggu.org/thread-4685828-1-1.html




https://bbs.pinggu.org/thread-6255731-1-1.html



https://bbs.pinggu.org/thread-3110769-1-1.html




https://bbs.pinggu.org/thread-6031738-1-1.html




https://bbs.pinggu.org/thread-6339912-1-1.html




https://bbs.pinggu.org/thread-6292789-1-1.html




https://bbs.pinggu.org/thread-6339913-1-1.html



https://bbs.pinggu.org/thread-6705723-1-1.html




https://bbs.pinggu.org/thread-6282850-1-1.html




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https://bbs.pinggu.org/thread-6701788-1-1.html



https://bbs.pinggu.org/thread-5818738-1-1.html




https://bbs.pinggu.org/thread-6087412-1-1.html




https://bbs.pinggu.org/thread-6173875-1-1.html




https://bbs.pinggu.org/thread-6297999-1-1.html




https://bbs.pinggu.org/thread-4154919-1-1.html



https://bbs.pinggu.org/thread-5771799-1-1.html

Expert

https://bbs.pinggu.org/thread-6636657-1-1.html



https://bbs.pinggu.org/thread-5895851-1-1.html



https://bbs.pinggu.org/thread-4466567-1-1.html



https://bbs.pinggu.org/thread-5025353-1-1.html



https://bbs.pinggu.org/thread-4145882-1-1.html



https://bbs.pinggu.org/thread-6285914-1-1.html



https://bbs.pinggu.org/thread-3721531-1-1.html



https://bbs.pinggu.org/thread-2175375-1-1.html



https://bbs.pinggu.org/thread-3964453-1-1.html



https://bbs.pinggu.org/thread-1407964-1-1.html



https://bbs.pinggu.org/thread-4487843-1-1.html



https://bbs.pinggu.org/thread-3570814-1-1.html



https://bbs.pinggu.org/thread-6765734-1-1.html



https://bbs.pinggu.org/thread-1031732-1-1.html

Deep Learning

https://bbs.pinggu.org/thread-6486219-1-1.html



https://bbs.pinggu.org/thread-6499116-1-1.html



https://bbs.pinggu.org/thread-6591097-1-1.html



https://bbs.pinggu.org/thread-6591083-1-1.html



https://bbs.pinggu.org/thread-6594782-1-1.html



https://bbs.pinggu.org/thread-6115598-1-1.html



https://bbs.pinggu.org/thread-6001600-1-1.html



https://bbs.pinggu.org/thread-6311163-1-1.html



https://bbs.pinggu.org/thread-6241881-1-1.html



https://bbs.pinggu.org/thread-6509904-1-1.html



https://bbs.pinggu.org/thread-5693582-1-1.html



https://bbs.pinggu.org/thread-5915967-1-1.html



https://bbs.pinggu.org/thread-6009826-1-1.html



https://bbs.pinggu.org/thread-6508631-1-1.html



https://bbs.pinggu.org/thread-6145931-1-1.html
https://bbs.pinggu.org/thread-6579044-1-1.html



https://bbs.pinggu.org/thread-6614387-1-1.html



https://bbs.pinggu.org/thread-6503383-1-1.html



https://bbs.pinggu.org/thread-6563316-1-1.html



https://bbs.pinggu.org/thread-6690169-1-1.html



https://bbs.pinggu.org/thread-6372803-1-1.html



https://bbs.pinggu.org/thread-6392930-1-1.html

Finance

https://bbs.pinggu.org/thread-6815362-1-1.html



https://bbs.pinggu.org/thread-3152178-1-1.html



https://bbs.pinggu.org/thread-6263836-1-1.html



https://bbs.pinggu.org/thread-3078583-1-1.html



https://bbs.pinggu.org/thread-1557453-1-1.html


附：我在这个帖子里（https://bbs.pinggu.org/thread-6172243-1-1.html）曾介绍过机器学习大牛UC Berkeley教授Michael Jordan推荐过的一份机器学习入门书单。希望也对大家有用。


请点击头像下方“加关注”。关注成功后，查看这里即可：三步走把千本好书“一网打尽”！。

看看，了解一下

“机器学习”是当下最热门的领域，这份书单针对这个领域由浅入深提供一个清晰的脉络。

多谢。

感谢分享.........

机器学习，很有意思的名词