Do I need to install anything?

No. It runs in any modern browser, free, with no account required.

For Educators · AI Surrogate

AI Surrogate for a gradient descent

Built for educators teaching it to a class. Drop a live demo into a lecture or assign it as a shareable link — no lab installs. Simulate a gradient descent live below — adjust the inputs and watch it respond, right in your browser.

AI Surrogate StudioLive

RBF surrogate trained on our own solver

Controls

Train a surrogate model on our real particle solver, then get near-instant predictions instead of re-running the full simulation — the same idea behind PhysicsX and Neural Concept, running in your browser.

Presets

Training grid (n×n)

▶ Run in Python

Data Inspector

Train the surrogate to see accuracy metrics.

Governing equation

\overset{y}{^} (x) = i = 1 \sum N w_{i} ϕ (∥ x - x_{i} ∥)

Runs locally in your browser — free forever. Scale to the cloud when reality gets heavy.

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Frequently asked questions

Is this good for educators?: Yes — this version of "AI Surrogate for a gradient descent" is framed for educators teaching it to a class. Drop a live demo into a lecture or assign it as a shareable link — no lab installs.
Do I need to install anything?: No. It runs in any modern browser, free, with no account required.