Notes & Tutorials

A collection of musings, essays and interactive tutorials

• Mixture Density Networks
  Why standard regression fails on inverse problems, and how MDNs fix it by outputting distributions instead of point estimates.
  Tutorial Interactive ~15 min
• Information Theory for ML
  From bits to loss functions: why cross-entropy works. Building surprise, entropy, and KL divergence from scratch.
  Tutorial Interactive ~10 min
• Human Capabilities
  On learning, memory, and mastery. How deliberate practice transforms System 2 into System 1.
  Essay ~5 min