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Data Mining, Fourth Edition: Practical Machine Learning Tools and Techniques (Morgan Kaufmann Series in Data Management Systems)

Amazon.com Price:  $33.31 (as of 01/05/2019 13:50 PST- Details)

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Description

Data Mining: Practical Machine Learning Tools and Techniques, Fourth Edition, offers a thorough grounding in machine learning concepts, at the side of practical advice on applying these tools and techniques in real-world data mining situations. This highly anticipated fourth edition of the most acclaimed work on data mining and machine learning teaches readers everything they want to know to get going, from preparing inputs, interpreting outputs, evaluating results, to the algorithmic methods at the heart of successful data mining approaches.

Extensive updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including substantial new chapters on probabilistic methods and on deep learning. Accompanying the book is a new version of the preferred WEKA machine learning software from the University of Waikato. Authors Witten, Frank, Hall, and Pal include today’s techniques coupled with the methods at the vanguard of latest research.

Please visit the book companion website at  http://www.cs.waikato.ac.nz/ml/weka/book.html

It contains

  • Powerpoint slides for Chapters 1-12. It is a very comprehensive teaching resource, with many PPT slides covering every chapter of the book
  • Online Appendix on the Weka workbench; again a very comprehensive learning aid for the open source software that goes with the book
  • Table of contents, highlighting the many new sections in the 4th edition, at the side of reviews of the 1st edition, errata, and the like.
  • Provides a thorough grounding in machine learning concepts, in addition to practical advice on applying the tools and techniques to data mining projects
  • Presents concrete tips and techniques for performance improvement that work by transforming the input or output in machine learning methods
  • Includes a downloadable WEKA software toolkit, a comprehensive collection of machine learning algorithms for data mining tasks-in a very simple-to-use interactive interface
  • Includes open-access online courses that introduce practical applications of the material in the book

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