This repository contains my solutions to the assignments of the course of "Natural Language Processing with Deep Learning" (CS224n) taught by Christopher Manning. at Stanford University. I used the material from Winter 2021.

Instructor: Sauleh Etemadi

• Assignment 1 - Exploring word vectors
• Assignment 2 - Word2Vec implementation
• Assignment 3 - Dependency Parsing
• Assignment 4 - Neural Machine Translation
• Assignment 5 - Self-Attention, Transformers, and Pretraining

Assignment 1 is about word vectors such as GloVe and similarities between words.
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Assignment 2 is an implemetation of Word2Vec algorithm by sgd.
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Assignment 3 is about dependency parsing. Implenting a dependency parser.
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Assignment 4 is about training a NMT with Recurrent Neural Networks. You probably need GPU for training. I used google colab.
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Assignment 5 is about transformers and self-attention.
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