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Simplified ML experiment tracker

Build a lightweight alternative to complex research frameworks for small teams running ML experiments.

Why now

New Google research tool shows demand for better experiment tracking.

Who for
Machine learning engineers
Business model
Team subscriptions
Effort
A few weeks

Current ML research tools are either too complex for small teams or lack key features.

A developer-focused tool could offer just the essential experiment tracking and comparison features with minimal setup.

ML engineers at startups would pay for something between spreadsheet tracking and enterprise platforms.

MVP: CLI tool that logs runs to simple visual dashboard.

Risk: Open-source options might catch up quickly.

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Simplified ML experiment tracker — Ideas