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AJAY JAIN / WEB LAB

Follow your curiosity.

Small models.
Clearer thinking.

Make a sample. Train a model. See what changes.

Building / Browser experiment

The fit

Synthetic data · 80 samples · 64 train / 16 test

Training data (64)Test data (16)Model prediction
Training error (MSE)—
Test error (MSE)—
Steps0

Learning trace

MSE · log scale · lower is better

Train Test

Current model y = 0

Experiment controls

Preparing the browser experiment…

Computed in this browser.
No uploads or remote training.

Change one thing.
Watch the evidence.

1SampleChoose a shape and noise level. A seed makes the sample repeatable.
2FitGradient descent adjusts the model using only the 64 training points.
3CompareThe 16 held-out points check fit on unseen data. This is a toy experiment.
Inspect sample predictions

First eight points, shown numerically for the current model. Training and test points are labeled separately.

xObserved yPredicted ySplit

Continue exploring.

ONE LAB. DIFFERENT ORBITS.