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CS224N: Natural Language Processing with Deep Learning, Stanford / Winter 2023
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CS224N - Natural Language Processing with Deep Learning
Stanford - Winter 2023
Assignments
Assignment 1 (6%): Introduction to word vectors
Code
Additional Notes
Assignment 2 (12%): Derivatives and implementation of word2vec algorithm
Code
Handout
Additional Notes
Assignment 3 (12%): Dependency parsing and neural network foundations
Code
Handout
Additional Notes
Assignment 4 (12%): Neural Machine Translation with sequence-to-sequence, attention, and subwords
Code
Handout
Additional Notes
Assignment 5 (12%): Self-supervised learning and fine-tuning with Transformers
Code
Handout