D-X-Y/Awesome-AutoDL

Automated Deep Learning: Neural Architecture Search Is Not the End (a curated list of AutoDL resources and an in-depth analysis)

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This is a curated collection of resources for Automated Deep Learning (AutoDL). It brings together research papers, blogs, software libraries, and benchmark datasets related to automatically designing and optimizing deep learning models. Researchers, machine learning engineers, and data scientists looking to improve the efficiency and performance of their AI models would find this helpful.

2,337 stars. No commits in the last 6 months. Available on PyPI.

Use this if you are a researcher or practitioner in deep learning seeking to explore, implement, or understand methods for automating neural network architecture design and hyperparameter tuning.

Not ideal if you are looking for a ready-to-use, off-the-shelf software tool for a specific deep learning application rather than research resources.

deep-learning-research neural-network-design machine-learning-optimization artificial-intelligence-automation
Stale 6m
Maintenance 0 / 25
Adoption 10 / 25
Maturity 25 / 25
Community 22 / 25

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2,337

Forks

318

Language

Python

License

MIT

Last pushed

Sep 26, 2022

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