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

Data Mining: Practical Machine Learning Tools and Techniques, Fourth Edition, offers a thorough grounding in machine learning concepts, along with 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 need 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 popular 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 leading edge of contemporary 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. This is a very comprehensive teaching resource, with many PPT slides covering each 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, along with reviews of the 1st edition, errata, etc.
  • Provides a thorough grounding in machine learning concepts, as well as 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 an easy-to-use interactive interface
  • Includes open-access online courses that introduce practical applications of the material in the book

  • Sales Rank: #115719 in Books
  • Published on: 2016-12-01
  • Original language: English
  • Dimensions: 9.20" h x 1.10" w x 7.40" l, 3.01 pounds
  • Binding: Paperback
  • 654 pages

From the Back Cover

Data Mining: Practical Machine Learning Tools and Techniques offers a thorough grounding in machine learning concepts as well as practical advice on applying the 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 will teach you everything you need 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 popular WEKA machine learning software from the University of Waikato. Witten, Frank, Hall and Pal include the techniques of today as well as methods at the leading edge of contemporary research.

Key Features Include:

  • Provides a thorough grounding in machine learning concepts as well as practical advice on applying the tools and techniques to your data mining projects
  • Concrete tips and techniques for performance improvement that work by transforming the input or output in machine learning methods
  • Downloadable WEKA software toolkit, a comprehensive collection of machine learning algorithms for data mining tasks-in an easy-to-use interactive interface.
  • Accompanying open-access online courses that introduce practical application of the material in the book.
  • About the Author

    Ian H. Witten is a professor of computer science at the University of Waikato in New Zealand. He directs the New Zealand Digital Library research project. His research interests include information retrieval, machine learning, text compression, and programming by demonstration. He received an MA in Mathematics from Cambridge University, England; an MSc in Computer Science from the University of Calgary, Canada; and a PhD in Electrical Engineering from Essex University, England. He is a fellow of the ACM and of the Royal Society of New Zealand. He has published widely on digital libraries, machine learning, text compression, hypertext, speech synthesis and signal processing, and computer typography. He has written several books, the latest being Managing Gigabytes (1999) and Data Mining (2000), both from Morgan Kaufmann.

    Eibe Frank lives in New Zealand with his Samoan spouse and two lovely boys, but originally hails from Germany, where he received his first degree in computer science from the University of Karlsruhe. He moved to New Zealand to pursue his Ph.D. in machine learning under the supervision of Ian H. Witten, and joined the Department of Computer Science at the University of Waikato as a lecturer on completion of his studies. He is now an associate professor at the same institution. As an early adopter of the Java programming language, he laid the groundwork for the Weka software described in this book. He has contributed a number of publications on machine learning and data mining to the literature and has refereed for many conferences and journals in these areas.>

    Mark A. Hall holds a bachelor’s degree in computing and mathematical sciences and a Ph.D. in computer science, both from the University of Waikato. Throughout his time at Waikato, as a student and lecturer in computer science and more recently as a software developer and data mining consultant for Pentaho, an open-source business intelligence software company, Mark has been a core contributor to the Weka software described in this book. He has published a number of articles on machine learning and data mining and has refereed for conferences and journals in these areas.

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    Senin, 15 April 2013

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    The Personal Workbook is a companion to Breaking the Chain of Low Self-Esteem and is intended for use with a copy of the book. In her first book, Breaking the Chain of Low Self-Esteem, Dr. Sorensen revealed startling new insights into the inner experience of those who suffer from low self-esteem (LSE). For these insights and her groundbreaking work, she has received high praise from readers and mental health professionals alike. Now in response to numerous requests for more information about her successful recovery program, she presents this workbook as a guide for overcoming LSE. As is typical of all her work, The Personal Workbook quickly zooms in on the core issues of low self-esteem, guiding readers to understand their inner experience and validating their feelings. At the same time, Dr. Sorensen teaches LSE sufferers to recognize, dismantle, and alter the distorted and irrational thinking process that drives them to perform self-defeating behaviors and that prevents them from developing new skills. This workbook will guide you to: -Discover how your low self-esteem (LSE) was formed and who was responsible. -Understand the inner experience of LSE and how it plays out in your life. -Recognize the ways in which your irrational thinking creates your negative feelings. -Learn how to dismantle the distorted negative self-talk that is the conduit through which your LSE is maintained. -Develop control over your thinking so that it is based entirely on fact, truth, and history. -Alter your self-defeating behaviors as you take control of your thinking. -Establish a new and more positive way of viewing yourself and those around you. -Relish in the opportunities and challenges that come your way. -Set goals with the expectation of achieving them. -Build healthy new relationships or strengthen those you now have. -Recapture the energy and enthusiasm for life that has eluded you.

    • Sales Rank: #127555 in Books
    • Brand: Sorensen, Marilyn J., Ph.D.
    • Published on: 2002-08-05
    • Original language: English
    • Number of items: 1
    • Dimensions: 10.00" h x .75" w x 7.00" l, 1.38 pounds
    • Binding: Paperback
    • 304 pages
    Features
    • The Personal Workbook for Breaking the Chain of Low Self-Esteem: A Proven Program of Recovery from Lse

    From the Publisher
    We are pleased to mention that Dr. Sorensen's first book, BREAKING THE CHAIN OF LOW SELF-ESTEEM upon which this book is based, was chosen by Book-of-the-Month Club for two of its divisions; is available as an audiobook, is now available in the Greek language, and will soon be available in the Japanese language.

    From the Author
    I welcome all comments and questions from those who've read my books and specifically wrote this book to offer a program of recovery from LSE to those who for so long have suffered from it and found no help. Feel free to email me at: mjsorensen@TheSelfEsteemInstitute.com

    About the Author
    Marilyn J. Sorensen, Ph.D. is a clinical psychologist in Portland, Oregon and the Founder & Director of The Self-Esteem Institute. A prominent figure in self-esteem work, her program for recovery from LSE draws people from all over the world to work with her by phone and email.

    Most helpful customer reviews

    41 of 43 people found the following review helpful.
    Great Help for continuing to work on LSE Recovery
    By A Customer
    This workbook brought up many emotions and remembrances from my childhood that helped me to understand how my low self-esteem was formed. Working through it also enabled me to more closely see the ways in which my thinking controls my feelings and how often my thinking is distorted because of the negative feelings I have about myself. It was tough to work through but very rewarding.

    26 of 29 people found the following review helpful.
    Great self discovery guide!
    By A Customer
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    Senin, 08 April 2013

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    • Sales Rank: #5986343 in Books
    • Published on: 1998-03-19
    • Original language: English
    • Number of items: 1
    • Dimensions: 9.21" h x 1.00" w x 6.14" l, 1.70 pounds
    • Binding: Hardcover
    • 448 pages

    About the Author
    Anne-Marie Slaughter is a Professor at Princeton University. Alec Stone-Sweet is Professor of Law at the University of California. Joseph Weiler is a University Professor at NYU and holder of the European Union Jean Monnet Chair. He is Director of the Global Law School Program at NYU Law School.

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    Quadcopters and Drones: A Beginner's Guide to Successfully Flying and Choosing the Right Drone, by Mark D Smith

    “A must for every new drone purchase. This book should be included right in the box!” John

    “This book saved me time and money. It was a great insight into not only choosing the perfect drone but also learning how to safely fly the thing.” - Mike

    “I have been doing aerial photography for 5 years. Mark's book covers every aspect of flying a camera through the sky and taught me a thing or two.” - James

    “I didn't want to spend a lot of money on a drone only to have it fly away or crash. Thanks to this book I now know how to prevent both from happening.” - Jimmy

    “Loads of detail and excellent images made it very easy to understand how to successfully fly my new drone. What a cool hobby!” - Brad

    “I just purchased my second quadcopter thanks to this book. I can't wait to start filming the world around me!” - Chad

    Have you ever wanted to soar through the air like an eagle? Thanks to the hobby of RC quadcopters and drones, you can. This book shows you how to get up in the air and avoid all of the common problems that always result in your new drone falling from the sky. Over 100 pages of valuable information designed to get you up in the air and safely flying through the sky on your very first outing.

    Flying one of these awesome machines is tons of fun and flying successfully does not have to be difficult. Once you read this book, you will fully understand just how easy it is to pilot your very own high definition camera through the sky while snapping great pictures and capturing breathtaking video of the world below you.

    Crashing is very common in the world of drones, quadcopters, nanodrones, UAVS and multirotors and it is almost always the fault of the pilot. This book shows you how to slowly perfect your flying skills while reducing the all too common reasons these fun filled flying machines come falling from the sky like a lead balloon.

    Best selling author, Mark Smith provides great information to anyone interested in the awesome hobby of piloting a drone through the sky. He manages to answer all the common questions every novice has when they are thinking about getting started. From choosing the right drone, to getting it in the air and bringing it safely back home, Mark Smith covers these subjects and everything in between in an easy to understand way.

    While this drone book may be geared towards the novice hobby pilot, there are plenty of great tips that even experienced pilots can pick up.

    Real life pictures describe in detail the easiest ways to get your new drone in the air and the safest way to make sure it lands in one piece.

    Learn how to safely fly your drone by: understanding common drone and RC flying terminology, understanding which drone is the best choice for you and where you should start flying it, understanding what makes your drone fly, other equipment you will need to not only safely fly but extend your flying time, buying a ready to fly drone or building your own from scratch, what kind of spare parts you should have at all times, what to do when you crash, the rules and laws associated with flying a drone, preflight safety routines, understanding basic controls and flight maneuvers, understanding advanced controls and flight maneuvers, preventing crashes and how to get the best photos and videos using your new high definition flying machine and more.

    What are you waiting for? Find out which drone is right for you and more importantly, find out how you can successfully pilot it through the big blue sky.

    • Sales Rank: #406329 in Books
    • Published on: 2015-06-25
    • Original language: English
    • Number of items: 1
    • Dimensions: 9.00" h x .33" w x 6.00" l, .45 pounds
    • Binding: Paperback
    • 144 pages

    Most helpful customer reviews

    4 of 4 people found the following review helpful.
    A Must Read for the Drone Hobbyist
    By Lou Aymard
    This book will save you time and money. I am a newbie to flying drones but not to reviewing books. As a college professor, my job for 40 years was to write and critique books and manuscripts. Mark Smith has done an excellent job capturing the essence of the drone hobby in a brief, readable and enjoyable book. I highly recommend this book to anyone who wants an overview of flying quadcopters and drones. Mark doesn't miss the essentials but he also doesn't provide extensive technical details that tend to turn off the average reader. I was able to read Quadcopters and Drones in an evening but have kept it my flight box for future reference. This should be in everyone's library who enjoys flying quadcopters and drones for pleasure or as a professional.

    3 of 3 people found the following review helpful.
    Droneology Explained!
    By Tacron Dude
    An excellent beginner's guide. Well-illustrated with easy to understand descriptions of products, procedures, and lessons to avoid learning the hard way.

    The author provides POC information at the back of the book; when he encourages his readers to contact him, he means it! I had a question regarding control movements for a specific flight maneuver and he replied to my email within hours, providing recommendations and additional insights.

    I'd definitely recommend this easy-reading book to anyone beginning this hobby.

    2 of 2 people found the following review helpful.
    So you want to learn about Quads and Drones this the book to have.
    By Amazon Customer
    If you are planning on getting into flying Drones and Quadcopters, this is the book to read. Mark explains everything you wanted to know but were afraid to ask about the subject. if you have read any of his metal detecting books then you are familiar with the way he writes. He will get down in the weeds when he explains something but he makes it all understandable and throws in some of his own experiences on what to do and what not to do. If you are into photography he goes into some detail about how you can use one of these for taking pictures and some of the better ways to do it. If you are into metal detecting you can use one for searching an area to see what the terrain is like that you will be hunting. I was not into drones or quadcopters until I read the book, I got about half through and started investigating getting one for myself. If you are not sure what kind to get for what ever application have no fear, Mark goes into each one and gives a good explanation for them. I highly recommend this book.

    See all 14 customer reviews...

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