A list of online and offline resources used for studying. It would be nice to have some programming and a little knowledge.
Click here for a blog that posts teaching materials and tips necessary for artificial intelligence and machine learning Effort 1mm blog
Coursera Machine Learning Needless to say, a video of machine learning. Andrew Ng will teach you carefully. There are Japanese subtitles.
Coursera Natural Language Processing Coursera's natural language processing course. English.
Coursera : Natural Language Processing
This may be a well-known resource. You can learn programming techniques necessary for programming natural language processing.
100 knocks on natural language processing
Udacity Design of Computer Programs This is an intermediate programming person. Python. A format that solves problems while watching a video. Embedded editor.
Udacity : Design of Computer Programs
Udacity deep learning Udacity deep learning. Learn deep learning with Tensorflow provided by Google.
Solve the algorithm problem. If you do it quickly from D rank to C rank, you can check the grammar of the language. Like built-in methods. Once you get used to it, try A and S.
The following offline teaching materials (books, etc.)
Implement a search engine and recommendation system. Python.
O'Reilly: Collective Intelligence Programming
A reference book for language processing.
[Probabilistic Language Model](https://www.amazon.co.jp/%E8%A8%80%E8%AA%9E%E3%81%A8%E8%A8%88%E7%AE%97- 4-% E7% A2% BA% E7% 8E% 87% E7% 9A% 84% E8% A8% 80% E8% AA% 9E% E3% 83% A2% E3% 83% 87% E3% 83% AB -% E5% 8C% 97-% E7% A0% 94% E4% BA% 8C / dp / 4130654047)
Yellow book.
[Yellow Book](https://www.amazon.co.jp/%E3%83%91%E3%82%BF%E3%83%BC%E3%83%B3%E8%AA%8D%E8% AD% 98% E3% 81% A8% E6% A9% 9F% E6% A2% B0% E5% AD% A6% E7% BF% 92-% E4% B8% 8A-CM-% E3% 83% 93% E3% 82% B7% E3% 83% A7% E3% 83% 83% E3% 83% 97 / dp / 4612061224)
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