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Surrogate · Hardware Startups

Gaussian Process Regression for Hardware Startups

Apply the gaussian process regression to real hardware startups problems — in the browser, with AI assistance.

GPs model outputs as draws from a distribution over functions, giving both predictions and calibrated uncertainty for expensive simulations.

In hardware startups, teams face challenges like tight budgets, fast iteration, design-to-fab handoff. The gaussian process regression directly supports use cases such as controller prototyping, bracket fabrication, model validation from test data, and PolySim's AI Copilot can recommend settings and catch common setup errors before you run.

Typical Hardware Startups use cases

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