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Not sure if this is directly useful, but specifically for neural networks applied to NLP-ish tasks in PyTorch (Python machine learning framework): https://github.com/spro/practical-pytorch

Here are some NLP classes:

* Oxford Deep NLP Lectures https://github.com/oxford-cs-deepnlp-2017/lectures

* Stanford Natural Language Processing with Deep Learning http://web.stanford.edu/class/cs224n/syllabus.html

* Georgia Tech Natural Language Understanding https://github.com/jacobeisenstein/gt-nlp-class

* Georgia Tech Deep Learning For NLP in PyTorch https://github.com/rguthrie3/DeepLearningForNLPInPytorch

And some books:

* Natural Language Processing with Python https://www.amazon.com/Natural-Language-Processing-Python-An...

* Foundations of Statistical Natural Language Processing https://www.amazon.com/Foundations-Statistical-Natural-Langu...

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