TPOT

TPOT (Tree-based Optimization Tool) is an automated machine learning system that uses genetic algorithms to find the best data analysis and model-building methods for a given task. It systematically tests various combinations of algorithms and settings—like a smart trial-and-error process—to identify the most effective approach for making predictions or insights from data. By automating this process, TPOT helps users develop powerful machine learning solutions more efficiently, reducing the need for in-depth knowledge of programming and machine learning techniques.