Neural network foundations: Deep Learning worked examples

Connect deep learning to the broader modeling toolkit.

• Neural network forward and backward pass on two records

  Trace a two-layer ReLU network, derive one gradient with the chain rule and compare it with PyTorch autograd.

  tutorial · 4 min read

• Machine learning vs deep learning: key differences, with examples

  Compare machine learning and deep learning with practical examples, and see where AI and generative AI fit. Learn when to use each, how much data you need and which skills to study first.

  comparison · 9 min read