Teaching

AI education from first principles — especially for students learning without elite institutional access.

• Squirrels Tech

  Grassroots AI and programming education for young women across India — coding clubs, mentorship, college programmes, and pathways from first principles.

• Teaching notes

  Public notes on neural networks, transformers, agents, and memory — with notebooks, diagrams, and reproducible experiments as they are published.