On The Power of Curriculum Learning in Training Deep Networks

ICML 2019 课程学习在图像识别上的改进。

2019-2020 Conference about Curriculum Learning

目前对Curriculum Learning的研究进展

Curriculum Learning and self-paced learning

1. Curriculum Learning

Bengio提出了课程学习的概念,来自于人类从易到难的学习过程:将数据看作模型所学习的内容的话,我们自然需要一个合理的课程(curriculum)来指导模型学习这些内容的方式。在课程学习中,数据被按照从易到难的顺序逐渐加入模型的训练集,在这个过程中训练集的熵也在不断提高(包含更多的信息)。

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