D-X-Y/Awesome-AutoDL resource

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

2342 stars · 318 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of automated deep learning (AutoDL) resources, covering neural architecture search, hyperparameter optimization, libraries, benchmarks, blogs, and surveys. It also includes an in-depth analysis of the field and a companion PyPI package for paper analysis.

Use cases

• find papers on neural architecture search
• learn about automated deep learning
• discover NAS benchmark datasets
• compare AutoML libraries like NNI and AutoGluon
• research hyperparameter optimization methods
• find surveys on AutoDL

When to choose

• you need a starting point for researching NAS or AutoML
• you want a curated bibliography of AutoDL papers by venue and year
• you are looking for NAS benchmarks and libraries

When to avoid

• you need a runnable AutoML tool rather than a resource list
• you need actively maintained NAS benchmarks (last release 2022)
• you want production AutoML functionality out of the box

Facets

learning-resource · maturity maintenance

machine-learning deep-learning developer-tools deep-learning machine-learning awesome-lists tutorials python cross-platform awesome-list neural-architecture-search nas automl hyperparameter-optimization curated-resources papers

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markdown · JSON · MCP: product_card(name="D-X-Y/Awesome-AutoDL")