Kolosal AutoML Platform
End-to-end AutoML with a Gradio UI — from hyperparameter tuning with Optuna to experiment tracking with MLflow, all in one open-source platform built under Kolosal AI.
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 — while logging every trial 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 — full reproducibility out of the box.
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.
Stack
Built with
See the code
Full source, docs, and usage examples on GitHub.