Overview
What is it?
AutoML tooling is either too opinionated or too complex to extend. Kolosal AutoML Platform is a fully open-source alternative that gives you a visual UI, a tuning engine, and experiment tracking in one deployable service.
You upload a dataset, pick a target column, and the platform searches for the best model and hyperparameters automatically. Every trial is logged to MLflow so nothing is lost. All accessible through a clean Gradio interface, no code required.
Features
What it does
- Gradio UI — No-code interface for uploading data, configuring runs, and inspecting results, all in the browser.
- Optuna Tuning — Bayesian hyperparameter search with pruning. Finds good configs faster than grid search.
- MLflow Tracking — Every experiment, metric, and artifact is logged automatically, so runs stay fully reproducible.
- End-to-end Pipeline — From raw data to a trained, evaluated model: preprocessing, training, and evaluation in one flow.
- FastAPI Backend — REST API layer for programmatic access: trigger runs, fetch results, and serve models via HTTP.
- Fully Open Source — No vendor lock-in. Deploy anywhere, extend freely, and contribute back to the community.