L0 Big Picture of NLP

L1 Word Vectors - Word2vec

L2 Word Vectors - GloVe

L3 Window NER and Backpropagation Review

L4 Dependency Parsing

L5 Constituency Parsing

L6 Language Models and Recurrent Neural Networks (RNN)

L7 Long Short-Term Memory (LSTM)

L8 Word Vectors: FastText, ELMo

L9 Attention, Beam Search, Machine Translation

L10 Transformers

L12 Pretrained Models, BERT, SentenceBERT, SimCSE, GPT, T5

L13 Prompt-Based Learning

L14 Distillation, Pruning

L15 Knowledge Integration

L16 Natural Language Generation, Text Summarization

L17 Question-Answering

L18 Analysis of Model's Inner Workings

L19 Multimodal Learning

Project Deliverables, Tips and Guidance