Data Science: Concepts and Practice

Author:   Vijay Kotu (Vice President of Analytics at ServiceNow) ,  Bala Deshpande (Founder, SimaFore)
Publisher:   Elsevier Science & Technology
Edition:   2nd edition
ISBN:  

9780128147610


Pages:   568
Publication Date:   03 December 2018
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Data Science: Concepts and Practice


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Full Product Details

Author:   Vijay Kotu (Vice President of Analytics at ServiceNow) ,  Bala Deshpande (Founder, SimaFore)
Publisher:   Elsevier Science & Technology
Imprint:   Morgan Kaufmann Publishers In
Edition:   2nd edition
Weight:   1.090kg
ISBN:  

9780128147610


ISBN 10:   012814761
Pages:   568
Publication Date:   03 December 2018
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

1. Introduction 2. Data Science Process 3. Data Exploration 4. Classification 5. Deep Learning 6. Regression Methods 7. Association Analysis 8. Recommendation Engines 9. Clustering 10. Text Mining (renamed to: Natural Language Processing) 11. Time Series Forecasting 12. Anomaly Detection 13. Feature Selection 14. Model Evaluation 15. Efficient Model Execution 16. Getting Started with RapidMiner

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Author Information

Vijay Kotu is Vice President of Analytics at ServiceNow. He leads the implementation of large-scale data platforms and services to support the company's enterprise business. He has led analytics organizations for over a decade with focus on data strategy, business intelligence, machine learning, experimentation, engineering, enterprise adoption, and building analytics talent. Prior to joining ServiceNow, he was Vice President of Analytics at Yahoo. He worked at Life Technologies and Adteractive where he led marketing analytics, created algorithms to optimize online purchasing behavior, and developed data platforms to manage marketing campaigns. He is a member of the Association of Computing Machinery and a member of the Advisory Board at RapidMiner. Dr. Deshpande has extensive experience in working with companies ranging from startups to Fortune 5 in fields ranging from automotive, aerospace, retail, food, and manufacturing verticals delivering business analysis; designing and developing custom data products for implementing business intelligence, data science, and predictive analytics solutions. He was the Founder of SimaFore, a predictive analytics consulting company which was acquired by Soliton Inc., a provider of testing solutions for the semiconductor industry. He was also the Founding Co-chair of the annual Predictive Analytics World-Manufacturing conference. In his professional career he has worked with Ford Motor Company on their product development, with IBM at their IBM Watson Center of Competence, and with Domino’s Pizza at their data science and artificial intelligence groups. He has a Ph.D. from Carnegie Mellon and an MBA from Ross School of Business, Michigan.

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