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FLAML

A Fast Library for Automated Machine Learning & Tuning

Find Quality Model at Your Fingertips

FLAML finds accurate models or configurations with low computational resources for common ML/AI tasks. It frees users from selecting models and hyperparameters for training or inference, with smooth customizability.

Adapt Large Language Models to Your Needs

By automatically adapting LLMs to applications, FLAML maximizes the benefits of expensive LLMs and reduce monetary cost. FLAML enables users to build and use intelligent adaptive AI agents with minimal effort.

Tune It Fast, Tune It As You Like

FLAML offers a fast auto tuning tool powered by a novel cost-effective tuning approach. It is capable of handling large search space with heterogeneous evaluation cost and complex constraints/guidance/early stopping.