eScience Neural NLP - created from Mind Map

Seite 1

Tasks

Architectures

Data Representation

Useful Resources

Tools & Frameworks

Use Cases

Natural Language Understanding

Sentiment Analysis

Machine Translation

Named Entity Recognition

Semantic Role Labeling

Textual Entailment

Relation Extraction

Embeddings

https://github.com/MaxwellRebo/awesome-2vec

Word Embeddings

Shared Embeddings

Articles

http://colah.github.io/posts/2014-07-NLP-RNNs-Representations/

http://www.wildml.com/2015/11/understanding-convolutional-neural-networks-for-nlp/

Papers

Tutorials

https://nlp.stanford.edu/courses/NAACL2013/

Datasets

https://github.com/niderhoff/nlp-datasets

Conferences

http://cs.rochester.edu/~omidb/nlpcalendar/

Pytorch

https://github.com/bharathgs/Awesome-pytorch-list

Tensorflow

https://github.com/jtoy/awesome-tensorflow

Keras

https://github.com/fchollet/keras-resources

Gensim

https://github.com/RaRe-Technologies/gensim/tree/develop/docs/notebooks