本文主要是介绍主动学习工具箱子集合【libraries/toolkits of active learning】,希望对大家解决编程问题提供一定的参考价值,需要的开发者们随着小编来一起学习吧!
在论文中,“主动学习工具箱”的规范的叫法是Library of active learning 或 Active learning library。
为啥叫Library?我不懂,审稿人都这么叫。记住便是。
【未完待续】
一、 ALipy
安装命令:pip install alipy
https://github.com/NUAA-AL/ALiPy
二、Distil
安装命令:pip install decile-distil
https://github.com/decile-team/distil
包含方法:
- Uncertainty Sampling [1]
- Margin Sampling [2]
- Least Confidence Sampling [2]
- FASS [3]
- BADGE [4]
- GLISTER ACTIVE [6]
- CoreSets based Active Learning [5]
- Random Sampling
- Submodular Sampling [3,6,7]
- Adversarial DeepFool [9]
- BALD [10]
- Kmeans Sampling [5]
- Adversarial Bim
三、scikit-activeml
安装命令:pip install -U scikit-activeml
https://github.com/scikit-activeml/scikit-activeml
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