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Predictive and prescriptive analytics.
16+ Hours of Video Instruction Predictive and Prescriptive Analytics (Video Collection) brings a holistic, approachable, and best practice-driven learning experience to predictive and prescriptive analytics. It gives direct Instruction in the Foundations, Methods, Applications, and Best Practices to...
| Clasificación: | Libro Electrónico |
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| Formato: | Electrónico Video |
| Idioma: | Inglés |
| Publicado: |
[Place of publication not identified] :
Addison-Wesley Professional,
[2023]
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| Edición: | [First edition]. |
| Colección: | LiveLessons (Indianapolis, Ind.)
Video collection (Addison-Wesley Professional). |
| Temas: | |
| Acceso en línea: | Texto completo (Requiere registro previo con correo institucional) |
| Sumario: | 16+ Hours of Video Instruction Predictive and Prescriptive Analytics (Video Collection) brings a holistic, approachable, and best practice-driven learning experience to predictive and prescriptive analytics. It gives direct Instruction in the Foundations, Methods, Applications, and Best Practices to the highest pillars of business analytics. This master class includes the following courses: Predictive Analytics, 2nd Edition, LiveLessons Prescriptive Analytics for Optimal Decision-Making LiveLessons Overview Updated and revamped, Predictive Analytics LiveLessons, 2nd Edition provides comprehensive (yet easy-to-digest) coverage of business analytics concepts, applications, methods, and tools, with a special emphasis on predictive modeling and analysis. Over the course of the eight lessons, you will learn fundamental concepts, methods, and algorithms of business analytics and data mining, as well as their application areas and best practices. You also learn how to use a variety of software tools (both commercial as well as free/open source) and how to use those tools to discover knowledge from a wide variety of data sources. At the end of the course, you will not only know what predictive analytics is and what it can do for an organization but also develop basic skills to practice predictive analytics using numerous tools and platforms, most of which are free and open source. The course is designed to provide thorough coverage of the underlying concepts and definitions of predictive analytics in order to demystify the concepts and terminology of these popular evidence-based managerial decisioning trends and then help build hands-on skills with the most popular analytics tools and platforms using intuitive examples and data sets. Prescriptive Analytics for Optimal Decision-Making LiveLessons is designed and developed to provide comprehensive coverage of the underlying concepts and definitions of business analytics, and specifically prescriptive analytics, in order to clarify the confusion about the already crowded terminology and buzzwords for these popular evidence-based managerial decisioning trends. Prescriptive analytics are where the optimal decisions are made, often based on the information provided by descriptive and predictive analytics layers. The lesson structure in this course provides a natural progression of the foundational concepts, methods, and methodologies of prescriptive analytics as well as their application areas, the best practices, a variety of software tools, and how to use those tools to identify the best decision for a given, often overly complex, real-world problem. Based on this foundational understanding, the course builds hands-on skills with a variety of popular prescriptive analytics tools and platforms (including Microsoft Excel) using intuitive examples and simplified data sets. The key idea is to build both awareness and in-depth understanding of prescriptive analytics best practices through intuitive, visual, and hands-on applications and case studies. About the Instructor Dr. Dursun Delen is an internationally renowned expert in business analytics, data science, machine learning, and data mining. He is often invited to national and international conferences to deliver keynote presentations on topics related to data/text mining, business intelligence, decision support systems, business analytics, data science, and knowledge management. Prior to his appointment as a professor at Oklahoma State University in 2001, Dr. Delen worked in industry for more than 15 years, developing and delivering business analytics solutions to companies. His most recent industrial work was at a privately owned applied research and consulting company, Knowledge Based Systems, Inc. (kbsi.com), in College Station, Texas, as a research scientist. During his five years at KBSI, Dr. Delen led a number of projects related to decision support systems, enterprise engineering, information systems development, and advanced business analytics that were funded by private industry and federal agencies, including several branches of the Department of Defense, NASA, National Science Foundation, National Institute for Standards and Technology, and the Department of Energy. Today, in addition to his academic endeavors, Dr. Delen provides professional education, mentoring, and consulting services to businesses in assessing their analytics, data science and information system needs, and helping them in developing state-of-the-art computerized decision support systems. He has published over 180 peer-reviewed research articles that appeared in major journals. He has also authored eleven books and textbooks in the broad area of business analytics, data science, and business intelligence. Dr. Delen regularly chairs tracks and minitracks at various business analytics and information systems conferences. Currently, he is the editor-in-chief of the Journal of Business Analytics and AI in Business (in Frontiers in Artificial Intelligence), senior editor for the Journal of Decision Support Systems, decision sciences, and Journal of Business Research, associate editor for decision analytics, International Journal of Information and Knowledge Management, and International Journal of RF Technologies, and is on the editorial boards of several other academic journals. He has been the recipient of several research and teaching awards including the prestigious Fulbright scholar, regents' distinguished teacher and researcher, president's outstanding researcher, and big data mentor awards. About Pearson Video Training Pearson publishes expert-led video tutorials covering a wide selection of technology topics designed to teach you the skills you need to succeed. These professional and personal technology videos feature world-leading author instructors published by your trusted technology brands: Addison-Wesley, Cisco Press, Pearson IT Certification, Prentice Hall, Sams, and Que Topics include: IT Certification, Network Security, Cisco Technology, Programming, Web Development, Mobile Development, and more. Learn more about Pearson Video training at http://www.informit.com/video. |
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| Descripción Física: | 1 online resource (1 video file (16 hr., 17 min.)) : sound, color. |
| Tiempo de Juego: | 16:17:00 |
| ISBN: | 9780138227869 0138227861 |