Consider TPOT your Data Science Assistant. TPOT is a Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming. TPOT stands for Tree-based Pipeline Optimization Tool. Consider TPOT your Data Science Assistant. TPOT is a Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

Features

  • TPOT will automate the most tedious part of machine learning by intelligently exploring thousands of possible pipelines to find the best one for your data
  • Once TPOT is finished searching (or you get tired of waiting), it provides you with the Python code for the best pipeline it found so you can tinker with the pipeline from there
  • Documentation available
  • Examples available
  • TPOT is built on top of scikit-learn, so all of the code it generates should look familiar... if you're familiar with scikit-learn, anyway
  • Similarly, TPOT can optimize pipelines for regression problems

Project Samples

Project Activity

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Categories

Machine Learning

License

GNU Library or Lesser General Public License version 3.0 (LGPLv3)

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TPOT Web Site

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

Python

Related Categories

Python Machine Learning Software

Registered

2024-07-31