NLP

Basics

TF-IDF Link
BOW and N-gram Link
NLP pre-processing Link
Word2Vec Link; Negative smapling Link Link2
- As Siamese Link
Sequence Models Link Link2
Language Model Link

Attention and its Advances

Attention and Transformer Link Link2 Link3
Bert vs Transformer Link
GPT vs Transformer Link
Genralized Language Models: CoVe, ELMO, GPT and BERT Link Link2

Named Entity Recognition

Part of speech tagging Link
Hidden Markov Model Link
Veterbi algorithm Link

Topic Modeling

LDA Topic Modelling Link Link-Code
- Cornell Topic Model Link
LSH + (Any embedding Method such as Bert, word2vec, tf-idf + K-means

Georgia Tech

Regex Link Link2

Glove vs Word2vec Link

Attention Link Link2

More Bert More ELMO