NAS - Neural Architecture Search

MCUNet 보다 보니 NAS  라는게 보여서 찾아봄

Search NN model on an existing library e.g., ProxylessNAS, MnasNet

[링크 : https://hanlab18.mit.edu/projects/tinyml/mcunet/assets/MCUNet-slides.pdf]

 

Neural Architecture Search 

[링크 : https://doing-ai.tistory.com/entry/Neural-Architecture-Search-NAS-Hardware-Aware-NAS-ProxylessNAS]

 

EfficientNAS 이후에 나온 더욱 효율적인 NAS를 위한 논문, ProxylessNAS다. TuNAS의 근간이 된 논문이기도 하며, 구체적으로 알아보자.

[링크 : https://seokdonge.tistory.com/27] ProxylessNAS

[링크 : https://ech97.tistory.com/entry/MnasNet] MnasNet

 

TuNAS

[링크 : https://seokdonge.tistory.com/26]

[링크 : https://openaccess.thecvf.com/content_CVPR_2020/papers/Bender_Can_Weight_Sharing_Outperform_Random_Architecture_Search_An_Investigation_With_CVPR_2020_paper.pdf]

[링크 : https://github.com/google-research/google-research/tree/master/tunas]