Automated Deep Learning Using Neural Network Intelligence: Develop and Design PyTorch and TensorFlow Models Using Python

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2022

I. GridinAutomated Deep Learning Using Neural Network Intelligencehttps://doi.org/10.1007/978-1-4842-8149-9_5

5. One-Shot Neural Architecture Search

Ivan Gridin¹  

(1)

Vilnius, Lithuania

 

In the previous chapter, we explored Multi-trial Neural Architecture Search, which is a very promising approach. And the reader might wonder why Multi-trial NAS is called that way. Are there any other non-Multi-trial NAS approaches, and is it really possible to search for the optimal neural network architecture in some other way without trying it? It looks pretty natural that the only way to find the optimal solution is to try different elements in the search space. In fact, ...