shukwong / awesome_automl_libraries

Awesome auto machine learning hyperparameter training libraries

awesome automl libraries

Awesome auto machine learning model and hyperparameter training libraries

For Tensorflow/Keras Models

• talos - Hyperparameter Optimization for Keras Models
• AutoKeras - AutoKeras
• ludwig - ludwig, built on top of Tensorflow

H2O

• H2O automl - H2O automl

scikit-learn

• HungaBunga - HungaBunga
• auto-sklearn - Automated Machine Learning with scikit-learn
• Auto-ViML - Automatically Build Multiple ML Models with a Single Line of Code
• TPOT - TPOT

AWS

• autogluon - AutoGluon: AutoML Toolkit for Deep Learning

Feature engineering

• Featuretools - Featuretools

Genomics

• GenoML - an Automated Machine Learning (AutoML) for Genomics

Benchmark

• automlbenchmark - OpenML AutoML Benchmarking Framework

Templates/Frameworks

• PyTorch Lightning + Hydra template (https://github.com/ashleve/lightning-hydra-template) - A template for rapid and reproducible ML experimentation with best practices.

Misc

• auto_ml - auto_ml, unmaintained
• auto-sklearn - auto-sklean
• AutoGAN - AutoGAN
• TransmogrifAI - TransmogrifAI
• MLBox - MLBox is a powerful Automated Machine Learning python library
• ATM - Auto Tune Models - A multi-tenant, multi-data system for automated machine learning (model selection and tuning) python library.
• Foreshadow - Foreshadow: Simple Machine Learning Scaffolding
• MLjar - MLJar: does not seem actively maintained
• MindsDB - MindsDB is a free, open-source autoML framework to streamline the use of neural networks.