NLP

First part:

• NLP
• NLP Milestones
• One-Hot Encoding
• Languages
• NLP Glossary
• BPE - Byte Pair Encoding
• MED - Minimum Edit Distance
• N-Grams
• PPMI
• TF-IDF
• Viterbi Algorithm

Second part:

• Word2Vec
• Loss Function
• Gradient
• Skipgram model with negative samples
• Chain rule and Jacobians
• Backpropagation
• Backpropagation for noobs
• RNN
• Vanishing Gradient Problem - LSTM
• NMT