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Predictive Analytics and Machine Learning for Managers

by J. Alberto Espinosa
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Current price ₹2,031.00
Original price ₹2,760.00
Original price ₹2,760.00
Original price ₹2,760.00
(-26%)
₹2,031.00
Current price ₹2,031.00

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Book cover type: Paperback
  • ISBN13: 9798987654316
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Jibe4fun Press
  • Publisher Imprint: Jibe4fun Press
  • Publication Date:
  • Pages: 352
  • Original Price: USD 29.99
  • Language: English
  • Edition: N/A
  • Item Weight: 518 grams
  • BISAC Subject(s): Artificial Intelligence / General, Data Science / Data Analytics, and Data Science / Machine Learning

This book was written by the architect of two MS Analytics programs and one undergraduate specialization in Business Analytics, with over a decade of experience teaching and practicing predictive analytics, and co-chairing premier academic conference mini-track in this field. The author's goal is to provide strong but understandable conceptual foundations and practical material for graduate students and managers, describing how to frame a business question, identify various model specification (i.e., feature engineering) and model methods (explainable and black box), select the optimal model based on the bias, variance, and cross-validation testing, and interpret results with meaningful storytelling for clients and managers. The book contains two components: (1) the main text with two sections-one with conceptual, mathematical, and managerial foundations, the other about advanced predictive modeling methods based on machine learning. The main text is further subdivided into two sections-Section 1 contains basic fundamentals of statistics and predictive modeling; Section 2 provides a deeper discussion of machine learning and advance predictive modeling approaches based on machine learning and cross-validation methods; and (2) a free appendix companion with annotated R Markdown code with hands-on applications, posted in GitHub.

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