Schedule and Course Materials

Winter School - Iesp UERJ

Here you can find all materials (readings, slides, code, datasets, assignments) for the class.

Day 1 - Word Representation & Introduction to Neural Networks

• Slides

• Code:

  • Neural Networks From Scratch: notebook , data

• Additional materials:

  • Introduction to Pytorch

Day 2 - Word Embeddings

• Slides

• Code:

  • Word Vectors with Gensim: notebook

  • Estimating Work Vectors with Matrix Factorization: code and data

Day 3 - Transformers

• Slides

• Code:

Day 4 - Large Language Models

• Slides

• Code: