Enterprise DNAEnterprise DNA

Open Source · Observability

Hyperband

Tuning hyperparams fast with Hyperband

Our verdict

Not reviewed yet

We have not reviewed Hyperband yet

No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.

How we review records

From the listing

About Hyperband

Hyperband is a Python library for fast hyperparameter optimization. It uses a bandit-based approach to allocate resources to promising configurations and stop poor ones early, reducing total tuning time.

Best for

Data scientists and ML engineers needing a fast, no-frills hyperparameter tuner for small to medium-scale experiments.

Use cases

  • Tuning hyperparameters for machine learning models
  • Optimizing deep learning architectures with limited compute budget
  • Running early-stopping experiments to find best parameter sets

Notes

598 stars on GitHub. Last updated 2018-08-15.

Pros

  • Simple to integrate with existing Python ML workflows
  • Proven bandit algorithm for efficient resource allocation
  • Lightweight with no external dependencies beyond Python

Cons

  • Limited to hyperparameter tuning, not a general optimization tool
  • No built-in support for distributed or parallel execution
  • Community-maintained with moderate activity (598 stars)

Key facts

What we have checked

GitHub stars
598
Checked , over 45 days agogithub api via nightly crawl, recovered from git history e908f0e3f60ee9a6a9776accb9286b434cdbaebc

Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.

Sources

Where this comes from

  • github api via nightly crawl, recovered from git history e908f0e3f60ee9a6a9776accb9286b434cdbaebcRegistry

    Checked , over 45 days ago · GitHub stars

A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.

Changelog

What changed

No changes recorded yet. Releases, price changes and deprecations appear here, with their dates, once we track them for this record.

Free 27-page guide

Get the free Developer’s Field Guide

A 27-page field guide to the AI coding workflow with Claude. Claude Code, MCP servers, the prompt patterns that work, and what to delegate. Free.

Enter your work email. We send it straight over, plus a few short notes worth knowing. Unsubscribe any time.

No spam. Unsubscribe any time.