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Awesome-AutoML

Curating a list of AutoML-related research, tools, projects and other resources

AutoML

AutoML is the tools and technology to use machine learning methods and processes to automate machine learning systems and make them more accessible. It existed for several decades so it's not a completely new idea.

Recent work by Google Brain and many others have re-kindled the enthusiasm of AutoML and some companies have already commercialized the technology. Thus, it has becomes one of the hosttest areas to look into.

There are many kinds of AutoML, including:

Research papers

AutoML survey

Neural Architecture Search

Federated Neural Architecture Search

Neural Architecture Search benchmark

Neural Optimizatizer Search

Activation function Search

AutoAugment

AutoDropout

AutoDistill

Learning to learn/Meta-learning

Hyperparameter optimization

Automatic feature selection

Recommendation systems

Model compression

Quantization

Tech to speech

Bandits

Reinforcement learning

Graph neural network

Quantum computing

Prompt search

LLM

Tools and projects

Benchmarks

Commercial products

Blog posts

Courses

Presentations

Books

Competitions, workshops and conferences

Other curated resources on AutoML

Practical applications