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简介

Learning From Data: A Short Course 豆 9.4分
资源最后更新于 2020-08-23 08:21:28
作者:Yaser S. Abu-Mostafa
出版社:AMLBook
出版日期:2012-01
ISBN:9781600490064
文件格式: pdf
标签: 机器学习 MachineLearning 数据挖掘 数据分析 人工智能 计算机 DataMining 计算机科学
简介· · · · · ·
Machine learning allows computational systems to adaptively improve their performance with experience accumulated from the observed data. Its techniques are widely applied in engineering, science, finance, and commerce. This book is designed for a short course on machine learning. It is a short course, not a hurried course. From over a decade of teaching this material, we have ...
目录
Chapter 1. The Learning Problem
Chapter 2. Training versus Testing
Chapter 3. The Linear Model
Chapter 4. Overfitting
Chapter 5. Three Learning Principles
Chapter 2. Training versus Testing
Chapter 3. The Linear Model
Chapter 4. Overfitting
Chapter 5. Three Learning Principles