Deep Learning

Basic

• Mathematical but accessible book on the basics of deep Learning: Deep Learning

Advanced

Work in progress.

• Probabilistic Machine Learning by Kevin Murphy
• Geometry of Deep Learning: A Signal Processing Perspective

Applications

• Commonly used library: PyTorch.
• Discriminative AI:
  • Deep Learning for Coders with fastai and PyTorch
• Generative AI:
  • Very easy accessible book: Generative Deep Learning
  • Introductory video on building transformers for text generation: Let’s build GPT: from scratch, in code, spelled out