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Data Mining and Analytics

Kris Jamsa

©2021  
ISBN: 9781284180909
List of Content Removed Due to Copyright Restrictions  

Introduction to Data Mining and Analytics provides a broad and interactive overview of a rapidly growing field. The exponentially increasing rate at which data is generated creates a corresponding need for professionals who can effectively handle its storage, analysis, and translation. With a dual focus on concepts and operations, this text comprises a complete how-to and is an excellent resource for anyone considering the field. No programming experience is necessary to make the most of this resource. Case studies and hands-on activities incorporate real-world data sets and allow students the opportunity to exercise their new skills. Our Cloud Desktop integrates popular data mining tools, giving students a valuable familiarity with industry-standard applications. After defining the concepts of data mining and machine learning, Introduction to Data Mining and Analytics delves into the types of databases, their respective relevance and popularity, and the trends that affect their use. The importance of data visualization for communication purposes is explored, as are the processes of data cleansing, clustering, and classification. Excel, SQL, NoSQL, Python, and R programming all receive in-depth treatments, supplemented with hands-on exercises. Operations covered in earlier chapters are given real-world context through a practical application to the current issues of “big data” and of text and image data mining. The text concludes by describing an analyst’s steps from planning through execution, ensuring that readers gain the technical know-how to launch, lead, or support a data project in the workplace.
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654 pages
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  • 43 pages
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    Chapter 1 Data Mining and Analytics
    Author: Kris Jamsa

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  • 31 pages
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    Chapter 2 Machine Learning
    Author: Kris Jamsa

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  • 27 pages
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    Chapter 3 Databases and Data Warehouses
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  • 57 pages
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    Chapter 4 Data Visualization
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  • 52 pages
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    Chapter 5 Keep Excel in Your Toolset
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  • 80 pages
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    Chapter 6 Keep SQL in Your Toolset
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  • 53 pages
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    Chapter 7 NoSQL Data Analytics
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  • 67 pages
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    Chapter 8 Programming Data Mining and Analytic Solutions
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  • 35 pages
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    Chapter 9 Data Preprocessing and Cleansing
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  • 39 pages
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    Chapter 10 Data Clustering
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  • 45 pages
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    Chapter 11 Classification
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  • 33 pages
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    Chapter 12 Predictive Analytics
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  • 28 pages
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    Chapter 13 Data Association
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  • 18 pages
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    Chapter 14 Mining Text and Images
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  • 19 pages
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    Chapter 15 Big Data Mining
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  • 16 pages
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    Chapter 16 Planning and Launching a Data-Mining and
    Data-Analytics Project
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  • 11 pages
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    Chapter 17 Glossary
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