{"repo":"EpistasisLab/tpot","free":true,"listed":false,"github":"https://github.com/EpistasisLab/tpot","clone":"git clone https://github.com/EpistasisLab/tpot.git","description":"A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.","language":"Jupyter Notebook","stars":10052,"topics":["machine-learning","python","data-science","automl","automation","scikit-learn","hyperparameter-optimization","model-selection","parameter-tuning","automated-machine-learning"],"license":"LGPL-3.0","category":"machine-learning","readme_excerpt":"TPOT TPOT stands for Tree-based Pipeline Optimization Tool. TPOT is a Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming. Consider TPOT your Data Science Assistant. Contributors TPOT recently went through a major refactoring. The package was rewritten from scratch to improve efficiency and performance, support new features, and fix numerous bugs. New features include genetic feature selection, a significantly expanded and more flexible method of defining search spaces, multi-objective optimization, a more modular framework allowing for easier customization of the evolutionary algorithm, and more. While in development, this new version was referred to as \"TPOT2\" but we have now merged what was once TPOT2 into the main TPOT package. You can learn more about this new version of TPOT in our GPTP paper titled \"TPOT2: A New Graph-Based Implementation of the Tree-Based Pipeline Optimization Tool for Automated Machine Learning.\" Ribeiro, P. et al. (2024). TPOT2: A New Graph-Based Implementation of the Tree-Based Pipeline Optimization Tool for Automated Machine Learning. In: Winkler, S., Trujillo, L., Ofria, C., Hu, T. (eds) Genetic Programming Theory and Practice XX. Genetic and Evolutionary Computation. Springer, Singapore. https://doi.org/10.1007/978-981-99-8413-8 1 The current version of TPOT was developed at Cedars-Sinai by: - Pedro Henrique Ribeiro (Lead developer - https://github.com/perib, https://www.linkedin.com/in/pedr","default_branch":null,"files":null,"tree":[],"storefront":"/r/EpistasisLab","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/EpistasisLab/tpot/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."}