mlpapers/automl

Awesome papers on AutoML (Automatic Machine Learning)

Automatic Machine Learning (AutoML)

Hyper-parameters optimization

• Surveys
  • On Hyperparameter Optimization of Machine Learning Algorithms: Theory and Practice (2020) Li Yang, Abdallah Shami

Neural Architecture Search (NAS)

Other

• Automatic Statistician

Software

• Python

  • Adanet (Homepage, PyPI)
  • AgEBO-Tabular (Homepage, Paper)
  • AlphaD3M (Homepage, Paper) - closed source. Uses RL to tackle pipeline search
  • Auptimizer (Homepage, PyPI)
  • Auto-PyTorch (Homepage, Paper)
  • Auto-Sklearn (Homepage, PyPI) - based on bayesian optimization
  • Auto-Sklearn 2.0 (Homepage, PyPI, Paper) - uses portfolio learning
  • AutoGBT (Homepage)
  • AutoGBT-alt (Homepage)
  • AutoGluon (Homepage, PyPI) - uses multi-Layer stack ensembling with k-fold ensemble bagging at all layers
  • AutoKeras (Homepage, PyPI)
  • AutoML Zero (Homepage, Paper)
  • AutoML-DSGE (Homepage, Paper)
  • automl-gs (Homepage, PyPI
  • AutoRec (Homepage, Video) - Automated Recommender System
  • AutoViML(Homepage)
  • AX (Homepage, PyPI)
  • Axolotl (Homepage)
  • BOHB (Homepage)
  • BoTorch (Homepage, PyPI)
  • Gama (Homepage, Paper)
  • H2O AutoML (Homepage)
  • HpBandSter (Homepage)
  • Hyperopt (Homepage, PyPI, Paper)
  • Hyperparameter Hunter (Homepage, PyPI)
  • Katib (Homepage, Paper)
  • Keras Tuner (Homepage, PyPI)
  • Lale (Homepage, PyPI, Paper)
  • Ludwig (Homepage, PyPI)
  • Mango (Homepage, Paper)
  • Milano (Homepage)
  • MLBox (Homepage, PyPI)
  • nni (Homepage, PyPI)
  • Optuna (Homepage, PyPI)
  • Petridish (Homepage, Paper)
  • PHS (Homepage, Paper)
  • ray (Homepage, PyPI)
  • RECIPE (Homepage)
  • ROBO (Homepage)
  • SMAC3 (Homepage, PyPI)
  • Spearmint (Homepage)
  • Talos (Homepage, PyPI
  • TPOT (Homepage, PyPI)
  • VolcanoML (Paper, Code)

• Scala

  • TransmogrifAI (Homepage)