Fundamentals of Machine Learning for Predictive Data Analytics: Algorithms, Worked Examples, and Case Studies

John D Kelleher

105 Bewertungen von Goodreads

Sprache: Englisch

Verlag: MIT Press Ltd, 2015

0262029448 / 9780262029445

  • Hardcover
  • Gebraucht
Alle Details anzeigen

Anbieter: World of Books Inc, Montgomery, IL, USAWorld of Books Inc

Verkäufer/-in mit 4 Sternen

AbeBooks-Verkäufer/-in seit 23. März 2026

Artikel dieses Verkäufers ansehen
Hardcover

Zustand: Gebraucht - Befriedigend

EUR 6,95

 Versand gratis 
Versand innerhalb von USA

Anzahl: 4 verfügbar

In den Warenkorb
Kostenlose Rückgaben innerhalb von 30 Tagen

Artikelbeschreibung vom Verkäufer

A comprehensive introduction to the most important machine learning approaches used in predictive data analytics, covering both theoretical concepts and practical applications.Machine learning is often used to build predictive models by extracting patterns from large datasets. These models are used in predictive data analytics applications including price prediction, risk assessment, predicting customer behavior, and document classification. This introductory textbook offers a detailed and focused treatment of the most important machine learning approaches used in predictive data analytics, covering both theoretical concepts and practical applications. Technical and mathematical material is augmented with explanatory worked examples, and case studies illustrate the application of these models in the broader business context.After discussing the trajectory from data to insight to decision, the book describes four approaches to machine learning: information-based learning, similarity-based learning, probability-based learning, and error-based learning. Each of these approaches is introduced by a nontechnical explanation of the underlying concept, followed by mathematical models and algorithms illustrated by detailed worked examples. Finally, the book considers techniques for evaluating prediction models and offers two case studies that describe specific data analytics projects through each phase of development, from formulating the business problem to implementation of the analytics solution. The book, informed by the authors' many years of teaching machine learning, and working on predictive data analytics projects, is suitable for use by undergraduates in computer science, engineering, mathematics, or statistics; by graduate students in disciplines with applications for predictive data analytics; and as a reference for professionals.

Bestandsnummer des Verkäufers CIN0262029448G

Titel
Fundamentals of Machine Learning for Predictive Data Analytics: Algorithms, Worked Examples, and Case Studies
Autor
John D Kelleher
Verlag
MIT Press Ltd
Veröffentlichungsjahr
2015
Zustand
Good
Einband
Hardback
Sprache
Englisch
ISBN-10
0262029448
ISBN-13
9780262029445

World of Books Inc

Montgomery, IL, USA

Verkäufer/-in mit 4 Sternen

AbeBooks-Verkäufer/-in seit 23. März 2026

Versandkosten innerhalb von USA

Artikel4 bis 12 Werktage3 bis 6 Werktage
Erster ArtikelEUR 0,00EUR 9,54
Die Versandzeiten werden von den Verkäuferinnen und Verkäufern festgelegt. Sie variieren je nach Versanddienstleister und Standort. Sendungen, die den Zoll passieren, können Verzögerungen unterliegen. Eventuell anfallende Abgaben oder Gebühren sind von der Käuferin bzw. dem Käufer zu tragen. Die Verkäuferin bzw. der Verkäufer kann Sie bezüglich zusätzlicher Versandkosten kontaktieren, um einen möglichen Anstieg der Versandkosten für Ihre Artikel auszugleichen.

Zahlungsarten

  • Visa
  • Mastercard
  • American Express
  • Carte Bleue
  • Apple Pay
  • Google Pay

Shop-Beschreibung

Founded in 2002, World of Books is a leading online destination for buying and selling both preloved and new books, committed to making sustainable reading accessible to all. With a mission to help people read more and waste less, World of Books offers a huge range of affordable, high-quality books — giving both new and preloved titles a second life. The company also operates World of Books – Sell Your Books, an easy-to-use platform that allows customers to trade in unwanted books for cash, helping to keep books in circulation while promoting sustainability. As a Certified B Corp, World of Books is driven by a vision to become the world’s largest and most sustainable dedicated online bookstore. The company measures its success through the positive environmental impact it creates, the value it provides to customers, and its ability to operate profitably while supporting its sustainable mission

Spezialisierung

Second Hand - All Genre

Unternehmensdaten der Verkäuferin bzw. des Verkäufers

SBYB, Inc.

900 Knell Road
Montgomery, IL USA 60538