Modeling Techniques in Predictive Analytics with Python and R - A Guide to Data Science

Modeling Techniques in Predictive Analytics with Python and R - A Guide to Data Science (English, Paperback, Thomas W. Miller)

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Modeling Techniques in Predictive Analytics with Python and R - A Guide to Data Science  (English, Paperback, Thomas W. Miller)

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    Highlights
    • Language: English
    • Binding: Paperback
    • Publisher: Pearson
    • ISBN: 9789353065737, 9353065739
    • Edition: 1, 2018
    • Pages: 448
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  • Description
    Today, successful firms win by understanding their data more deeply than competitors do. They compete based on analytics. In Modeling Techniques in Predictive Analytics, the Python edition, the leader of Northwestern University’s prestigious analytics program brings together all the up-to-date concepts, techniques, and Python code you need to excel in analytics. Thomas W. Miller’s balanced approach combines business context and quantitative tools, appealing to managers, analysts, programmers, and students alike. This important reference addresses multiple business challenges and business cases, including segmentation, brand positioning, product choice modeling, pricing research, finance, sports, Web and text analytics, and social network analysis. He illuminates the use of cross-sectional data, time series, spatial, and even spatio-temporal data. For each problem, Miller explains:
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    Key Features
    • Today's definitive, comprehensive guide to using predictive analytics to overcome business challenges – now updated and reorganized for more effective learning! Teaches modeling techniques conceptually, with words and figures – and then mathematically, with the powerful Python language Restructured standalone chapters provide fast access to all the knowledge you need to solve any category of problem Covers segmentation, brand positioning, product choice modeling, pricing, finance, sports analytics, Web/text analytics, social network analysis, and more Helps you leverage traditional techniques, machine learning, data visualization, and statistical graphics Designed for wide applicability and ease of use: requires no linear algebra or advanced math Contains updated source material throughout Now leads directly into Pearson's pioneering Data Science Series: cutting-edge texts on advanced modeling for business managers, modelers, and programmers alike
    Book Details
    Title
    • Modeling Techniques in Predictive Analytics with Python and R - A Guide to Data Science
    Publication Year
    • 2018 9
    Number of Pages
    • 448
    Product Form
    • Paperback
    Publisher
    • Pearson
    ISBN13
    • 9789353065737
    Book Category
    • Fiction Books
    Book Subcategory
    • Science Fiction Books
    Edition
    • 1
    Intended Audience
    • General
    ISBN10
    • 9353065739
    Language
    • English
    Contributors
    Author Info
    • THOMAS W. MILLER is faculty director of the Predictive Analytics program at Northwestern University. He has designed courses for the program, including Marketing Analytics, Advanced Modeling Techniques, Data Visualization, Web and Network Data Science, and the capstone course. He has taught extensively in the program and works with more than forty other faculty members in delivering training in predictive analytics and data science.
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