Machine Teaching: An Inverse Problem to Machine Learning and an Approach Toward Optimal Education 论文

2015Proceedings of the AAAI Conference on Artificial Intelligence引用 227
Machine Learning and AlgorithmsAdvanced Bandit Algorithms ResearchStochastic Gradient Optimization Techniques

摘要

I draw the reader's attention to machine teaching, the problem of finding an optimal training set given a machine learning algorithm and a target model. In addition to generating fascinating mathematical questions for computer scientists to ponder, machine teaching holds the promise of enhancing education and personnel training. The Socratic dialogue style aims to stimulate critical thinking.