Simulations.
Standalone interactive playgrounds — each focused on one ML idea. They’re separate from the 16-session journey: no progression, no challenges, just open-ended exploration.
Phase 1
1
Teachable Machine
Train an image classifier with your webcam in 30 seconds.
Inspired by Google's Teachable Machine
Phase 2
2
Polynomial Playground
Drag points, watch a curve fit them — see overfitting happen live.
Built for Margin. Inspired by classic bias-variance demos.
Phase 3
3
Neural Net Playground
Build and train a neural network in your browser. No setup.
Inspired by Smilkov & Carter's TensorFlow Playground
Phase 4
4
CNN Explorer
See what each layer of a vision model is looking at.
Inspired by Wang et al.'s CNN Explainer (Polo Club, GA Tech)
Phase 5
5
Transformer Explorer
Type a sentence. Watch attention flow between words in real time.
Inspired by Cho et al.'s Transformer Explainer (Polo Club, GA Tech)
Phase 5
5
Diffusion Explorer
Add noise to an image, then watch the model un-noise it step by step.
Inspired by Distill's diffusion explainersComing soon