08 Noise and Error

在target function有noise的时候,VC bound holds;介绍最基本的错误衡量方式,见详细课件

Published: 15 Sep 2018

07 The VC Dimension

Published: 13 Sep 2018

06 Theory of Generalization

如果有Break Point,$m_H(N)$上限如何进一步简化,见详细课件

Published: 11 Sep 2018

05 Training Versus Testing

Published: 08 Sep 2018

04 Feasibility of Learning

Published: 08 Sep 2018

03 Types of Learning

从四个维度介绍常见机器学习类型,见详细课件

Published: 04 Sep 2018

02 Learning to Answer Yes/No

从最简单最基础的二分类问题出发,演示一个简单机器学习算法PLA的完整过程,见详细课件

Published: 02 Sep 2018

01 The Learning Problem

Published: 30 Aug 2018