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Slides
Lectures
Day 1
- Deep Learning Theory and PyTorch Introduction
- Building a Custom MLP from Scratch
- Non-contextual embeddings: Word2Vec, Skip-Gram, GloVe
- NLP with spaCy
- Exercise: build a CBOW Word2Vec model with PyTorch
Day 2
- Building a Transformer Architecture
- Intro to the Transformers Library by HuggingFace
- Exercise: Words Disambiguation