Automated Machine Learning (AutoML) is receiving increased attention with more and more tools and software libraries released to ease the process of automating the machine learning pipeline, particularly algorithm selection and configuration.
We have created a table of some of the more promising AutoML tools and software libraries. We plan to maintain this list and extend it in the near future.
If you would like to add a tool, have your tool removed or if we have misattributed a maintainer, please feel free to contact us or leave a comment!
Open Source AutoML Tools:
Tool | Built on | Maintainer | Source | Last Updated |
Auto-WEKA | WEKA | Lars Kotthoff et al. | Github | Aug 30, 2017 |
Auto-sklearn | scikit-learn | Matthias Feurer et al. | Github | Jan 22, 2020 |
AutoKeras | Keras | DATA Lab, Texas A&M University | Github | Apr 8, 2020 |
Tpot | scikit-learn | Computational Genetics Lab at the University of Pennsylvania | Github | Mar 31,2020 |
H2O automl | H2O | H2O ai | Github | Feb 8, 2020 |
AdaNet | TensorFlow | Charles Weill, Eugen Hotaj et al. | Github | Feb 4, 2020 |
MLjar | MLjar-supervised | Piotr | Github | Apr 8, 2020 |
Ludwig | TensorFlow | Uber | Github | Apr 2, 2020 |
ML-Plan (AILibs) | WEKA scikit-learn | Felix Mohr | Github | Jan 24, 2020 |
MLBOX | scikit-learn | Axel | Github | Oct 9, 2019 |
Auto-PyTorch | PyTorch | AutoML Group Freiburg | Github | Mar 23, 2020 |
TransmorgrifAI | Apache Spark | Salesforce | Github | Mar 27, 2020 |
automl-gs | TensorFlow | Max Woolf | Github | Apr 5, 2019 |
Azure Machine Learning | ML.NET | Microsoft | Github | Apr 8, 2020 |
4 Comments
Timi · 2nd January 2021 at 04:09
Pls what is the best free auto ml
Nithin Raju · 16th December 2020 at 08:07
Good list. Consider adding our tools also. We also providing AutoML tools and products to
improve the speed, impact and scale of our works. Visit here https://www.intuceo.com/accelerators-automl-tools.html
Frederik Bussler · 15th November 2020 at 13:46
Great list! I’d add http://obviously.AI – the fastest and simplest AutoML tool in the world.
Will AutoML take away the Data Scientist jobs in the future? | by Satyam Kumar | Dec, 2020 – The Open Bootcamps · 17th December 2020 at 20:37
[…] (Source), Open source AutoML Tools […]