AutoML-Freiburg-Hannover

Repositories

• Auto-PyTorch

  Automatic architecture search and hyperparameter optimization for PyTorch
  Python Apache-2.0 145 1,169 39 12 Updated Mar 9, 2021

• DACBench

  A benchmark library for Dynamic Algorithm Configuration.
  HTML Apache-2.0 5 3 36 (2 issues need help) 0 Updated Mar 9, 2021

• NASLib

  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 Apache-2.0 9 58 0 2 Updated Mar 9, 2021

• DEHB
  Python 1 3 0 0 Updated Mar 8, 2021

• learning_environments
  Python MIT 0 4 0 0 Updated Mar 8, 2021

• random_forest_run
  C++ 20 29 14 2 Updated Mar 8, 2021

• auto-sklearn

  Automated Machine Learning with scikit-learn

  scikit-learn hyperparameter-optimization bayesian-optimization hyperparameter-tuning automl automated-machine-learning smac
  1 package Python 989 5,265 97 (2 issues need help) 7 Updated Mar 8, 2021

• HPOBench

  Collection of hyperparameter optimization benchmark problems

  benchmarking benchmark hyperparameter-optimization bayesian-optimization containerized-benchmarks hpolib
  Python Apache-2.0 5 25 2 2 Updated Mar 3, 2021

• ConfigSpace
  Python 59 124 30 2 Updated Mar 2, 2021

• CAVE

  Configuration Assessment, Visualization and Evaluation
  Python BSD-3-Clause 11 38 19 2 Updated Mar 1, 2021

• SMAC3

  Sequential Model-based Algorithm Configuration

  configuration hyperparameter-optimization bayesian-optimization hyperparameter-tuning automl automated-machine-learning hyperparameter-search
  Python 157 563 69 (1 issue needs help) 6 Updated Feb 24, 2021

• pynisher
  Python MIT 2 1 0 0 Updated Feb 25, 2021

• autoweka

  Auto-WEKA
  Java 97 273 24 5 Updated Feb 8, 2021

• ParameterImportance

  Parameter Importance Analysis Tool
  Python 16 70 13 3 Updated Feb 1, 2021

• HpBandSter

  a distributed Hyperband implementation on Steroids

  hyperparameter-optimization bayesian-optimization automl automated-machine-learning neural-architecture-search
  Python BSD-3-Clause 96 454 47 11 Updated Jan 31, 2021

• DE-NAS
  Jupyter Notebook 2 9 0 0 Updated Jan 27, 2021

• nasbench301
  Python Apache-2.0 5 31 1 2 Updated Jan 25, 2021

• Squirrel-Optimizer-BBO-NeurIPS20-automlorg
  Python Apache-2.0 1 3 0 0 Updated Jan 5, 2021

• pybnn

  Bayesian neural network package
  Jupyter Notebook BSD-3-Clause 26 92 4 0 Updated Dec 20, 2020

• SVGe

  Smooth Variational Graph Embeddings for Efficient Neural Architecture Search

  nas bayesian-optimization automl neural-architecture-search variational-autoencoders graph-neural-networks
  Apache-2.0 0 4 0 0 Updated Dec 8, 2020

• RobustDARTS

  Understanding and Robustifying DARTS
  Python Apache-2.0 31 134 1 1 Updated Nov 12, 2020

• nasbench-1shot1
  Python Apache-2.0 12 45 1 0 Updated Nov 5, 2020

• AutoDLComp19

  AutoDL Competition Scripts 2019
  Python Apache-2.0 3 3 15 1 Updated Sep 10, 2020

• plotting_scripts
  Python 0 1 0 0 Updated Aug 24, 2020

• HPOlib1.5
  Python GPL-3.0 28 69 8 3 Updated Aug 5, 2020

• LTO-CMA

  Code for the paper "Learning Step-Size Adaptation in CMA-ES"
  Python Apache-2.0 1 3 2 0 Updated Aug 4, 2020

• nes

  Neural Ensemble Search for Performant and Calibrated Predictions
  Python Apache-2.0 3 10 0 0 Updated Jul 28, 2020

• DEHB-old Archived
  Python 1 1 0 0 Updated Jul 28, 2020

• ICGen

  Image Classification Dataset Generator
  Python MIT 1 2 0 0 Updated Jul 15, 2020

• SPaCE_BIG

  Code for the experiments in "Towards Self-Paced Context Evaluation for Contextual Reinforcement Learning"

  reinforcement-learning curriculum-learning self-paced-learning
  Python Apache-2.0 1 2 0 0 Updated Jul 2, 2020