(转载) AutoML 与轻量模型大列表

作者:guan-yuan

项目地址:awesome-AutoML-and-Lightweight-Models

博客地址:http://www.lib4dev.in/info/guan-yuan/awesome-AutoML-and-Lightweight-Models/163359611

awesome-AutoML-and-Lightweight-Models

A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression & Acceleration, 4.) Hyperparameter Optimization, 5.) Automated Feature Engineering.

This repo is aimed to provide the info for AutoML research (especially for the lightweight models). Welcome to PR the works (papers, repositories) that are missed by the repo.

1.) Neural Architecture Search

[Papers]

Gradient:

Reinforcement Learning:

Evolutionary Algorithm:

SMBO:

Random Search:

Hypernetwork:

Bayesian Optimization:

Partial Order Pruning

Knowledge Distillation

[Projects]

2.) Lightweight Structures

[Papers]

Backbone:

Segmentation:

Object Detection:

3.) Model Compression & Acceleration

[Papers]

Compression:

Acceleration:

[Projects]

[Tutorials/Blogs]

4.) Hyperparameter Optimization

[Papers]

[Projects]

[Tutorials/Blogs]

5.) Automated Feature Engineering

Model Analyzer

References

上一篇:如何使用event 10049分析定位library cache lock and library cache pin


下一篇:laravel使用的模板引擎 blade