Predictive Analytics : Data Mining, Machine Learning and Data Science for Practitioners
by
Dursun Delen
Book Details
Format
Paperback / Softback
Book Series
Pearson Business Analytics Series
ISBN-10
0136738516
ISBN-13
9780136738510
Publisher
Pearson Education (US)
Imprint
Pearson FT Press
Country of Manufacture
US
Country of Publication
GB
Publication Date
Jan 19th, 2021
Print length
448 Pages
Weight
690 grams
Dimensions
15.20 x 22.60 x 2.80 cms
Product Classification:
EconometricsEconomic statisticsProduction & quality control managementData mining
Ksh 6,950.00
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In Predictive Analytics: Data Mining, Machine Learning and Data Science for Practitioners, Dr. Dursun Delen illuminates state-of-the-art best practices for predictive analytics for students. Using predictive analytics techniques, students can uncover hidden patterns and correlations in their data, and leverage this insight to improve a wide range of business decisions. Delen’s holistic approach covers all this, and more:
- Data mining processes, methods, and techniques
- The role and management of data
- Predictive analytics tools and metrics
- Techniques for text and web mining, and for sentiment analysis
- Integration with cutting-edge Big Data approaches
Throughout, Delen promotes understanding by presenting numerous conceptual illustrations, motivational success stories, failed projects that teach important lessons, and simple, hands-on tutorials that set this guide apart from competitors.
Use Predictive Analytics to Uncover Hidden Patterns and Correlations and Improve Decision-Making
Using predictive analytics techniques, decision-makers can uncover hidden patterns and correlations in their data and leverage these insights to improve many key business decisions. In this thoroughly updated guide, Dr. Dursun Delen illuminates state-of-the-art best practices for predictive analytics for both business professionals and students.
Delen provides a holistic approach covering key data mining processes and methods, relevant data management techniques, tools and metrics, advanced text and web mining, big data integration, and much more. Balancing theory and practice, Delen presents intuitive conceptual illustrations, realistic example problems, and real-world case studies—including lessons from failed projects. It is all designed to help you gain a practical understanding you can apply for profit.
* Use standardized processes and workflows to make more trustworthy predictions
* Predict discrete outcomes (via classification), numeric values (via regression), and changes over time (via time-series forecasting)
* Understand predictive algorithms drawn from traditional statistics and advanced machine learning
* Discover cutting-edge techniques, and explore advanced applications ranging from sentiment analysis to fraud detection
Get Predictive Analytics by at the best price and quality guaranteed only at Werezi Africa's largest book ecommerce store. The book was published by Pearson Education (US) and it has pages.
