Representation in Machine Learning

Murty, M. N., Avinash, M.

Representation in Machine Learning
  • 出版商: Springer
  • 出版日期: 2023-01-21
  • 售價: $2,370
  • 貴賓價: 9.5 折 $2,252
  • 語言: 英文
  • 頁數: 93
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 9811979073
  • ISBN-13: 9789811979071
  • 相關分類: Machine Learning

    • 海外代購書籍(需單獨結帳)

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商品描述

This book provides a concise but comprehensive guide to representation, which forms the core of Machine Learning (ML). State-of-the-art practical applications involve a number of challenges for the analysis of high-dimensional data. Unfortunately, many popular ML algorithms fail to perform, in both theory and practice, when they are confronted with the huge size of the underlying data. Solutions to this problem are aptly covered in the book.

In addition, the book covers a wide range of representation techniques that are important for academics and ML practitioners alike, such as Locality Sensitive Hashing (LSH), Distance Metrics and Fractional Norms, Principal Components (PCs), Random Projections and Autoencoders. Several experimental results are provided in the book to demonstrate the discussed techniques' effectiveness.


商品描述(中文翻譯)

這本書提供了一個簡潔但全面的機器學習核心概念——表示法的指南。當前最先進的實際應用涉及對高維數據的分析，這也帶來了一系列挑戰。不幸的是，許多流行的機器學習算法在面對龐大的底層數據時，在理論和實踐上都無法表現出色。本書恰當地介紹了解決這個問題的方法。

此外，本書還涵蓋了一系列對於學術界和機器學習從業者來說都很重要的表示法技術，例如局部敏感哈希（LSH）、距離度量和分數范數、主成分分析（PCs）、隨機投影和自編碼器。書中提供了多個實驗結果，以展示所討論技術的有效性。

作者簡介

M Narasimha Murty is a prominent researcher in the areas of ML and AI. He has co-authored an introductory book on Pattern Recognition, published by Springer, that is widely used by teachers and researchers. He led the team that won the ACMKDD Cup in 2003. He has collaborated with and worked at several institutions in India, the USA and Europe.

Avinash M is a graduate student at the Indian Institute of Technology, Madras, India, whose main research interests include Signal Processing and ML. He was in the top 90 among the approximately 200,000 candidates taking the GATE (Graduate Aptitude Test in Engineering) examination in 2016 in India.

作者簡介(中文翻譯)

M Narasimha Murty是機器學習和人工智慧領域的知名研究者。他與Springer合作出版了一本廣受教師和研究者歡迎的《模式識別入門》書籍。他帶領的團隊在2003年贏得了ACMKDD杯。他曾與印度、美國和歐洲的多個機構合作和工作。

Avinash M是印度馬德拉斯的印度理工學院的研究生，他的主要研究興趣包括信號處理和機器學習。他在2016年的印度工程研究生適性測試（GATE）考試中，約有20萬名考生中排名前90名。

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