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NLP101
NLP 101: a resource repository for Deep Learning and Natural Language Processing
https://github.com/Huffon/NLP101
- Statistics 110 - engineering major students. |
- Brandon Foltz's Statistics
- Essence of Linear Algebra - level linear algebra since it allows overall understanding. It provides intutitively understandable visual aids to getting the picture of Linear algebra. |
- Linear Algebra
- Matrix methods in Data Analysis and Machine Learning
- Essence of calculus
- Calculus - 4, 11-13, 15-16 are very worth studying. |
- Mathematics for Machine Learning - brush. |
- CS230
- Deep Learning Book
- Dive into Deep Learning
- Grokking Deep Learning - level APIs work under the hood. |
- Neural Network Methods for NLP
- Eisenstein's NLP Note - Language-Processing-Adaptive-Computation/dp/0262042843) was published based on this note. |
- CS224N
- CS224U
- Code-First Intro to Natural Language Processing - first NLP lecture by Rachel Thomas, the co-founder of fast.ai. The motivation that Rachel Thomas gives is mind blowing. |
- Natural Language Processing with PyTorch - friendly as all the codes are written in PyTorch. |
- Linguistic Fundamentals for Natural Language Processing
- NumPy
- Tensorflow
- PyTorch
- tensor2tensor
- fairseq
- Hugging Face Transformers - trained models. One of the key NLP libraries to not only developers but researchers as well. |
- Hugging Face Tokenizers
- spaCy
- torchtext
- SentencePiece - based vocabulary using subword information. |
- The Big Bad NLP Database
- Christopher Olah's Blog - 08-Understanding-LSTMs/) |
- Jay Alammar's Blog - word2vec/) |
- Sebastian Ruder's Blog
- Chris McCormick's Blog - The Skip-Gram Model](http://mccormickml.com/2016/04/19/word2vec-tutorial-the-skip-gram-model/) |
- The Gradient - evaluation-metrics-for-language-models/) |
- Distill.pub - in-rnns/) |
- Thomas Wolf's Blog - word-sentence-embeddings-ce48ddc8fc3a) |
- dair.ai - ai/a-light-introduction-to-transfer-learning-for-nlp-3e2cb56b48c8) |
- Machine Learning Mastery - neural-machine-translation-system-keras/) |
- GRU
- Grover
- CNN for NLP
- BiDAF
- Paper implementation & NLP with Korean language
- Word2vec
- Various Word Embedding techniques
- Memory Networks
- RoBERTa
- XLM
- XLM-R
- BART
- Transformer
- BERT
- E2E Coref
- ELMo
- GPT-2
- NLP Progress
- Glove
- ULMFiT
- pytorch-transformers
- ELMo
- Neural Net Methods for NLP
- CS224N
- Speech and Language Processing
- Neural Nets for NLP
- NLI Benchmark
- Reformer
- Transformer-XL
- XLNet
- Pointer Generator
- ELECTRA
- AllenNLP Interpret
- ACL
- AAAI
- CoNLL
- COLING
- EMNLP
- EurNLP
- ICLR
- ICML
- IJCAI
- NAACL
- NeurIPS
Keywords
natural-language-processing
3
deep-learning
2
machine-learning
2
bert
2
language-model
2
nlp
2
machine-translation
1
reinforcement-learning
1
tpu
1
flax
1
jax
1
language-models
1
model-hub
1
nlp-library
1
pretrained-models
1
python
1
pytorch
1
pytorch-transformers
1
seq2seq
1
speech-recognition
1
tensorflow
1
transformer
1
gpt
1
natural-language-understanding
1
transformers
1
neural-machine-translation
1
word-segmentation
1