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@automl

AutoML-Freiburg-Hannover

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  1. auto-sklearn auto-sklearn Public

    Automated Machine Learning with scikit-learn

    Python 7.7k 1.3k

  2. Auto-PyTorch Auto-PyTorch Public

    Automatic architecture search and hyperparameter optimization for PyTorch

    Python 2.4k 289

  3. SMAC3 SMAC3 Public

    SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization

    Python 1.1k 229

  4. TabPFN TabPFN Public

    Official implementation of the TabPFN paper (https://arxiv.org/abs/2207.01848) and the tabpfn package.

    Python 1.3k 113

  5. NASLib NASLib Public

    NASLib is a Neural Architecture Search (NAS) library for facilitating NAS research for the community by providing interfaces to several state-of-the-art NAS search spaces and optimizers.

    Python 535 117

  6. HPOBench HPOBench Public

    Collection of hyperparameter optimization benchmark problems

    Python 141 36

Repositories

Showing 10 of 169 repositories
  • neps Public

    Neural Pipeline Search (NePS): Helps deep learning experts find the best neural pipeline.

    automl/neps’s past year of commit activity
    Python 64 Apache-2.0 13 37 (1 issue needs help) 11 Updated Dec 31, 2024
  • quicktune Public

    We meta-learn a gray-box performance predictor on the learning curves and use it for fast hyperparameter optimization on new datasets. We empirically demonstrate that our resulting approach can quickly select an accurate pretrained model for a new dataset together with its optimal hyperparameters.

    automl/quicktune’s past year of commit activity
    0 Apache-2.0 0 0 0 Updated Dec 30, 2024
  • CARP-S Public

    A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks.

    automl/CARP-S’s past year of commit activity
    Jupyter Notebook 11 0 35 4 Updated Dec 29, 2024
  • SMAC3 Public

    SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization

    automl/SMAC3’s past year of commit activity
    Python 1,099 229 104 8 Updated Dec 23, 2024
  • mdp-playground Public

    A python package to design and debug RL agents.

    automl/mdp-playground’s past year of commit activity
    Python 28 Apache-2.0 7 0 3 Updated Dec 20, 2024
  • tabpfn-client Public
    automl/tabpfn-client’s past year of commit activity
    Python 27 2 2 2 Updated Dec 20, 2024
  • hypersweeper Public

    Hydra sweeper integration of our favorite optimization packages, utilizing ask-and-tell interfaces.

    automl/hypersweeper’s past year of commit activity
    Python 8 2 7 0 Updated Dec 20, 2024
  • CAAFE Public

    Semi-automatic feature engineering process using Language Models and your dataset descriptions. Based on the paper "LLMs for Semi-Automated Data Science: Introducing CAAFE for Context-Aware Automated Feature Engineering" by Hollmann, Müller, and Hutter (2023).

    automl/CAAFE’s past year of commit activity
    Python 136 23 3 1 Updated Dec 20, 2024
  • hposuite Public
    automl/hposuite’s past year of commit activity
    Python 2 BSD-3-Clause 0 0 0 Updated Dec 19, 2024
  • quicktunetool Public

    A framework for QuickTune

    automl/quicktunetool’s past year of commit activity
    Python 12 BSD-3-Clause 5 0 0 Updated Dec 18, 2024
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