Automatic model selection with Aesara rewrites

tags

Aesara

Using rewrites we can produce many versions of the same model very easily in Aesara. For instance we could automatically look for the kernel of a Gaussian process, change the structure of neural networks, etc. In deep learning this called Neural Architecture Search. Rewrites implement facts.

We need to find a simple example.

• Vanilla Gaussian Process (GPae)
• Simples neural network architecture (Kaeras)

• Neural Architecture Search with Reinforcement Learning (ArxiV)
• Structure Discovery in Nonparametric Regression Through Compositional Search (ArXiv)