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AutoML-Freiburg-Hannover's Projects

deepcave icon deepcave

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

george icon george

Fast Gaussian Processes for regression

hierarchical_nas_construction icon hierarchical_nas_construction

Official repository for "Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars" (NeurIPS 2023)

hpbandster icon hpbandster

a distributed Hyperband implementation on Steroids

hpo_for_rl icon hpo_for_rl

This is the code of reproducing the results of our paper: On the importance of Hyperparameter Optimization for Model-based Reinforcement Learning

hpobench icon hpobench

Collection of hyperparameter optimization benchmark problems

hpolib icon hpolib

HPOlib is a hyperparameter optimization library. It provides a common interface to three state of the art hyperparameter optimization packages: SMAC, spearmint and hyperopt. This package is discontinued, please read the longer note in the info box below.

icgen icon icgen

Image Classification Dataset Generator

ida23-mindthegap icon ida23-mindthegap

Code accompanying the paper "Mind the Gap: Measuring Generalization Performance Across Multiple Objectives" by Feurer, Eggensperger, Bergman, Pfisterer, Bischl and Hutter at the Symposium on Intelligent Data Analysis (IDA 2023, ida23.org)

imfas icon imfas

Implicit Multi-Fidelity Algorithm Selection

jahs_bench_201 icon jahs_bench_201

The first collection of surrogate benchmarks for Joint Architecture and Hyperparameter Search.

labwatch icon labwatch

An extension to Sacred for automated hyperparameter optimization.

lcbench icon lcbench

A learning curve benchmark on OpenML data

learna icon learna

End-to-end RNA Design using deep reinforcement learning

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