Machine Learning for Business Analytics

Released on by Galit Shmueli
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  • Machine Learning for Business Analytics Book Detail

  • Author : Galit Shmueli
  • Release Date : 2023-03-02
  • Publisher : John Wiley & Sons
  • Genre : Computers
  • Pages : 740
  • ISBN 13 : 1119828813
  • File Size : 17,17 MB
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Machine Learning for Business Analytics by Galit Shmueli PDF Summary

Book Description: Machine Learning for Business Analytics Machine learning—also known as data mining or data analytics—is a fundamental part of data science. It is used by organizations in a wide variety of arenas to turn raw data into actionable information. Machine Learning for Business Analytics: Concepts, Techniques and Applications in RapidMiner provides a comprehensive introduction and an overview of this methodology. This best-selling textbook covers both statistical and machine learning algorithms for prediction, classification, visualization, dimension reduction, rule mining, recommendations, clustering, text mining, experimentation and network analytics. Along with hands-on exercises and real-life case studies, it also discusses managerial and ethical issues for responsible use of machine learning techniques. This is the seventh edition of Machine Learning for Business Analytics, and the first using RapidMiner software. This edition also includes: A new co-author, Amit Deokar, who brings experience teaching business analytics courses using RapidMiner Integrated use of RapidMiner, an open-source machine learning platform that has become commercially popular in recent years An expanded chapter focused on discussion of deep learning techniques A new chapter on experimental feedback techniques including A/B testing, uplift modeling, and reinforcement learning A new chapter on responsible data science Updates and new material based on feedback from instructors teaching MBA, Masters in Business Analytics and related programs, undergraduate, diploma and executive courses, and from their students A full chapter devoted to relevant case studies with more than a dozen cases demonstrating applications for the machine learning techniques End-of-chapter exercises that help readers gauge and expand their comprehension and competency of the material presented A companion website with more than two dozen data sets, and instructor materials including exercise solutions, slides, and case solutions This textbook is an ideal resource for upper-level undergraduate and graduate level courses in data science, predictive analytics, and business analytics. It is also an excellent reference for analysts, researchers, and data science practitioners working with quantitative data in management, finance, marketing, operations management, information systems, computer science, and information technology.

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Machine Learning for Business Analytics

Machine Learning for Business Analytics

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Machine Learning for Business Analytics Machine learning—also known as data mining or data analytics—is a fundamental part of data science. It is used by or

Analytics and Data Science

Analytics and Data Science

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This book explores emerging research and pedagogy in analytics and data science that have become core to many businesses as they work to derive value from data.

Information and Communication Technology

Information and Communication Technology

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This book volume contains 31 papers presented at ICICT 2016: Second International Congress on Information and Communication Technology. The conference was held