param.play()

Interactive ML experiments by Param Chordiya — vibe-coded projects and things that didn't need a reason to exist.

This playground hosts interactive machine learning demos by Param Chordiya — a neural network visualizer, a gradient descent simulator, and a tiny transformer token predictor. Enable JavaScript to run them.

Neural Network Visualizer

Click anywhere to trigger a forward pass — hover nodes to inspect connections

Gradient Descent Roller

lr: 0.050

momentum: 0.90

Click to place the ball — watch gradient descent find the minimum

loss: 0.000

Token Predictor

all heads head 0 head 1 head 2 head 3

predictions appear here...

A tiny transformer predicts your next word — hover tokens to inspect attention, click heads to filter