Machine Learning Resources

Interesting Papers

• A PhD Student's Perspective on Research in NLP in the Era of Very Large Language Models

Deep Learning

Videos

• Andrej Karpathy: Neural Networks-Zero to Hero - Video series which introduces and explains step by step from scratch
• FastAI: Practical Deep Learning for Coders - Practical videos series using FastAI
• The Matrix Calculus You Need For Deep Learning - Article about the math underlying Deep Learning

Tools

• Google Colab
• Jupyter Notebooks

Libraries

• scikit-learn
• PyTorch
• FastAI - An abstraction on top of PyTorch