# FLAML > FLAML is a lightweight Python library from Microsoft 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 is a lightweight [Python](https://wiki.g15e.com/pages/Python.txt) library from [Microsoft](https://wiki.g15e.com/pages/Microsoft.txt) for efficient [automation of machine learning](https://wiki.g15e.com/pages/AutoML.txt) and [AI](https://wiki.g15e.com/pages/Artificial%20intelligence.txt) operations. It automates workflow based on [large language models](https://wiki.g15e.com/pages/Large%20language%20model.txt), [machine learning](https://wiki.g15e.com/pages/Machine%20learning.txt) models, etc. and optimizes their performance. https://github.com/microsoft/FLAML ## Publications - [FLAML: A Fast and Lightweight AutoML Library](https://wiki.g15e.com/pages/FLAML%20-%20A%20Fast%20and%20Lightweight%20AutoML%20Library.txt)