{"repo":"microsoft/FLAML","free":true,"listed":false,"github":"https://github.com/microsoft/FLAML","clone":"git clone https://github.com/microsoft/FLAML.git","description":"A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.","language":"Jupyter Notebook","stars":4388,"topics":["automl","hyperparam","automated-machine-learning","machine-learning","data-science","python","jupyter-notebook","hyperparameter-optimization","random-forest","scikit-learn"],"license":"MIT","category":"machine-learning","readme_excerpt":"A Fast Library for Automated Machine Learning & Tuning :fire: FLAML supports AutoML and Hyperparameter Tuning in Microsoft Fabric Data Science. In addition, we've introduced Python 3.11+ support, along with a range of new estimators, and comprehensive integration with MLflow—thanks to contributions from the Microsoft Fabric product team. :fire: Heads-up: AutoGen has moved to a dedicated GitHub repository. FLAML no longer includes the autogen module—please use AutoGen directly. What is FLAML FLAML is a lightweight Python library for efficient automation of machine learning and AI operations. It automates workflow based on large language models, machine learning models, etc. and optimizes their performance. - FLAML enables economical automation and tuning for ML/AI workflows, including model selection and hyperparameter optimization under resource constraints. - For common machine learning tasks like classification and regression, it quickly finds quality models for user-provided data with low computational resources. It is easy to customize or extend. Users can find their desired customizability from a smooth range. - It supports fast and economical automatic tuning (e.g., inference hyperparameters for foundation models, configurations in MLOps/LMOps workflows, pipelines, mathematical/statistical models, algorithms, computing experiments, software configurations), capable of handling large search space with heterogeneous evaluation cost and complex constraints/guidance/early s","default_branch":null,"files":null,"tree":[],"storefront":"/r/microsoft","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/microsoft/FLAML/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}