CS 224N: Natural Language Processing with Deep Learning

Stanford course with 12 lecture notes.

Lecture Timeline

• 2024-04-02 — SU-CS224N APR022024
• 2024-04-04 — SU-CS224N APR042024
• 2024-04-09 — SU-CS224N APR092024
• 2024-04-11 — SU-CS224N APR112024
• 2024-04-16 — SU-CS224N APR162024
• 2024-04-18 — SU-CS224N APR182024
• 2024-04-23 — SU-CS224N APR232024
• 2024-04-25 — SU-CS224N APR252024
• 2024-04-30 — SU-CS224N APR302024
• 2024-05-02 — SU-CS224N MAY022024
• 2024-05-07 — SU-CS224N MAY072024
• 2024-05-09 — SU-CS224N MAY092024

Key Topics Referenced

• Bpe
• Context Free Grammar
• Dimension
• Foundational Model
• Language Model
• Meaning
• N Grams
• Peft
• Perplexity
• Pos Tagging
• Regularization
• Sigmoid
• Softmax
• Stochastic Gradient Descent
• Topological Sort
• Transformers
• Window Based Co Occurance
• Word2Vec