Fundamentals of Probability and Statistics for Machine Learning (Hardcover)
暫譯: 機器學習的機率與統計基礎 (精裝版)

Alpaydin, Ethem

Fundamentals of Probability and Statistics for Machine Learning (Hardcover)
  • 出版商: MIT
  • 出版日期: 2025-12-02
  • 售價: $2,300
  • 貴賓價: 9.8 折 $2,254
  • 語言: 英文
  • 頁數: 544
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 0262049813
  • ISBN-13: 9780262049818
  • 相關分類: 機率統計學 Probability-and-statistics、Machine Learning

    • 立即出貨 (庫存=1)

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商品描述

An introductory textbook for undergraduate or beginning graduate students that integrates probability and statistics with their applications in machine learning.

Most curricula have students take an undergraduate course on probability and statistics before turning to machine learning. In this innovative textbook, Ethem Alpaydın offers an alternative tack by integrating these subjects for a first course on learning from data. Alpaydın accessibly connects machine learning to its roots in probability and statistics, starting with the basics of random experiments and probabilities and eventually moving to complex topics such as artificial neural networks. With a practical emphasis and learn-by-doing approach, this unique text offers comprehensive coverage of the elements fundamental to an empirical understanding of machine learning in a data science context.

 

  • Consolidates foundational knowledge and key techniques needed for modern data science
  • Covers mathematical fundamentals of probability and statistics and ML basics
  • Emphasizes hands-on learning
  • Suits undergraduates as well as self-learners with basic programming experience
  • Includes slides, solutions, and code

商品描述(中文翻譯)

一本為本科生或初學研究生設計的入門教科書，將機率與統計及其在機器學習中的應用整合在一起。

大多數課程要求學生在學習機器學習之前，先修習本科的機率與統計課程。在這本創新的教科書中，Ethem Alpaydın 提供了一種替代的方法，將這些主題整合為第一門關於從數據中學習的課程。Alpaydın 以易於理解的方式將機器學習與其在機率和統計中的根源相連接，從隨機實驗和機率的基本概念開始，最終深入到如人工神經網絡等複雜主題。這本獨特的教材強調實踐和動手學習，全面涵蓋了在數據科學背景下理解機器學習所需的基本要素。

 


  • 鞏固現代數據科學所需的基礎知識和關鍵技術

  • 涵蓋機率與統計的數學基礎及機器學習的基本概念

  • 強調動手學習

  • 適合本科生以及具備基本程式設計經驗的自學者

  • 包含幻燈片、解答和程式碼

作者簡介

Ethem Alpaydın is Professor in the Department of Computer Engineering at Özyegin University and a member of the Science Academy, Istanbul. He is the author of the widely used textbook, Introduction to Machine Learning, now in its fourth edition, and Machine Learning, both published by the MIT Press.

作者簡介(中文翻譯)

Ethem Alpaydın 是奧茲耶金大學（Özyegin University）計算機工程系的教授，也是伊斯坦堡科學院的成員。他是廣泛使用的教科書《機器學習導論》（Introduction to Machine Learning）的作者，該書目前已進入第四版，以及《機器學習》（Machine Learning），兩者均由麻省理工學院出版社（MIT Press）出版。

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