Awesome Architecture Search

A curated list of awesome architecture search and hyper-parameter optimization resources. Inspired by awesome-deep-vision, awesome-adversarial-machine-learning and awesome-deep-learning-papers.

Hyper-parameter optimization has always been a popular field in the Machine Learning community, architecture search just emerges as a rising star in recent years. These are some of the awesome resources!

Table of Contents

• Architecture Search
  • Reinforcement Learning
  • Evolutionary Algorithm
  • Others
• Hyper-Parameter Search
• Contributing
• License

Architecture Search

Reinforcement Learning

• Neural Architecture Search with Reinforcement Learning [pdf]
  • Barret Zoph and Quoc V. Le. ICLR'17
• Designing Neural Network Architectures Using Reinforcement Learning [pdf] [code]
  • Bowen Baker, Otkrist Gupta, Nikhil Naik, Ramesh Raskar. ICLR'17
• Efficient Architecture Search by Network Transformation