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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 290

  3. SMAC3 SMAC3 Public

    SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization

    Python 1.1k 229

  4. 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 536 117

  5. HPOBench HPOBench Public

    Collection of hyperparameter optimization benchmark problems

    Python 143 36

Repositories

Showing 10 of 166 repositories
  • hposuite Public
    automl/hposuite’s past year of commit activity
    Python 2 BSD-3-Clause 0 0 0 Updated Jan 8, 2025
  • autorl-org Public

    The AutoRL.org site

    automl/autorl-org’s past year of commit activity
    Ruby 3 Apache-2.0 1 0 0 Updated Jan 8, 2025
  • 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 36 (1 issue needs help) 9 Updated Jan 8, 2025
  • SMAC3 Public

    SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization

    automl/SMAC3’s past year of commit activity
    Python 1,100 229 104 8 Updated Jan 8, 2025
  • DeepCAVE Public

    An interactive framework to visualize and analyze your AutoML process in real-time.

    automl/DeepCAVE’s past year of commit activity
    Python 75 Apache-2.0 11 47 1 Updated Jan 8, 2025
  • hypersweeper Public

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

    automl/hypersweeper’s past year of commit activity
    Python 9 2 8 0 Updated Jan 8, 2025
  • tabpfn_common_utils Public
    automl/tabpfn_common_utils’s past year of commit activity
    Python 0 1 0 0 Updated Jan 7, 2025
  • 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 Jan 7, 2025
  • FOB Public
    automl/FOB’s past year of commit activity
    Python 9 Apache-2.0 4 1 1 Updated Jan 6, 2025
  • 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
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