購物比價找書網找車網
FindBook
排序:
 
 有 1 項符合

Hsuan-Tien Lin

的圖書
LEARNING FROM DATA
$ 630 ~ 1200
LEARNING FROM DATA
作者:Yaser S. Abu-Mostafa,Malik Magdon-Ismail,Hsuan-Tien Lin 
出版社:N/A
出版日期:2012-10-01
語言:原文書   
點我評分 圖書介紹4 查價格、看圖書介紹
圖書介紹 - 資料來源:博客來   評分:
圖書名稱:LEARNING FROM DATA

內容簡介

  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 distilled what we believe to be the core topics that every student of the subject should know. We chose the title `learning from data' that faithfully describes what the subject is about, and made it a point to cover the topics in a story-like fashion. Our hope is that the reader can learn all the fundamentals of the subject by reading the book cover to cover.

  Learning from data has distinct theoretical and practical tracks. In this book, we balance the theoretical and the practical, the mathematical and the heuristic. Our criterion for inclusion is relevance. Theory that establishes the conceptual framework for learning is included, and so are heuristics that impact the performance of real learning systems.

  Learning from data is a very dynamic field. Some of the hot techniques and theories at times become just fads, and others gain traction and become part of the field. What we have emphasized in this book are the necessary fundamentals that give any student of learning from data a solid foundation, and enable him or her to venture out and explore further techniques and theories, or perhaps to contribute their own.

  The authors are professors at California Institute of Technology (Caltech), Rensselaer Polytechnic Institute (RPI), and National Taiwan University (NTU), where this book is the main text for their popular courses on machine learning. The authors also consult extensively with financial and commercial companies on machine learning applications, and have led winning teams in machine learning competitions.

 

目錄

Ch1: The Learning Problem
Ch2: Training versus Testing
Ch3: The Linear Model
Ch4: Overfitting
Ch5: Three Learning Principles
 

詳細資料

  • ISBN:9781600490064
  • 叢書系列: 大學資訊
  • 規格:精裝 / 213頁 / 普通級 / 單色印刷 / 初版
  • 出版地:台灣
贊助商廣告
 
 
Taaze 讀冊生活 - 暢銷排行榜
第一次要開始了。
作者:暮田マキネ
出版社:青文出版社股份有限公司
出版日期:2025-06-05
$ 111 
金石堂 - 暢銷排行榜
姊嫁物語(15)
作者:森薰
出版社:台灣角川股份有限公司
出版日期:2025-06-12
$ 126 
金石堂 - 暢銷排行榜
不見上仙三百年(1)
作者:木蘇里
出版社:台灣角川股份有限公司
出版日期:2025-05-26
$ 284 
博客來 - 暢銷排行榜
既然你都這麼說了我就抱你吧(02)
出版日期:2025-05-23
$ 136 
 
金石堂 - 新書排行榜
伊谷納多的新娘(01)特典版
作者:もりもより
出版社:青文出版社股份有限公司
出版日期:2025-05-28
$ 142 
金石堂 - 新書排行榜
西雅圖的冰點:天女散花集
作者:盧勝彥
出版社:財團法人真佛般若藏文教基金會
出版日期:2025-06-13
$ 205 
Taaze 讀冊生活 - 新書排行榜
不再裝乖,你的期待與我無關:從邊緣人到大學教授,ChaCha的勇闖美利堅
作者:ChaCha
出版社:聯經出版事業股份有限公司
出版日期:2025-06-12
$ 294 
Taaze 讀冊生活 - 新書排行榜
穩紮穩打日本語︰中級1
作者:目白JFL教育研究會
出版社:想閱文化有限公司
出版日期:2025-05-29
$ 280 
 

©2025 FindBook.com.tw -  購物比價  找書網  找車網  服務條款  隱私權政策