AutoMAX
AutoMAX is an automated hyperparameter optimization framework for AUC-based metrics, built on top of LibAUC and SMAC3.
Instead of manually sweeping learning rates, margins, and decay schedules, AutoMAX runs a Bayesian search over the predefined hyperparameter spaces for each supported loss/optimizer pair — then returns the best configuration for your dataset.
🚀 Quick Start
Install AutoMAX and run your first AutoTune in minutes.
⚙️ Configuration
Full reference for the YAML config file — all five sections.
🔍 AutoMAX Search
How the SMAC3-based search works and what it tunes.
📋 Recipes
Ready-to-use configs for AUROC, AUPRC, pAUC, and more.
API Reference
Get Started
Recipes