Phase 03

Deep Learning Core

Phase 3: Deep Learning Core. 13 hands-on lessons building AI from first principles in the browser. Free reading; graded exercises and certificate with lifetime access.

  1. The Perceptron (graded)
  2. Multi-Layer Networks and Forward Pass (graded)
  3. Backpropagation from Scratch (graded)
  4. Activation Functions (graded)
  5. Loss Functions (graded)
  6. Optimizers (graded)
  7. Regularization (graded)
  8. Weight Initialization and Training Stability (graded)
  9. Learning Rate Schedules and Warmup (graded)
  10. Build Your Own Mini Framework (graded)
  11. Introduction to PyTorch (graded)
  12. Introduction to JAX
  13. Debugging Neural Networks
0 lifetime access. Curriculum based on AI Engineering from Scratch by Rohit Ghumare (MIT, used under attribution).