Demystifying Big Data and Machine Learning for HealthcareHealthcare transformation requires us to continually look at new and better ways to manage insights – both within and outside the organization today. Increasingly, the ability to glean and operationalize new insights efficiently as a byproduct of an organization’s day-to-day operations is becoming vital to hospitals and health systems ability to survive and prosper. One of the long-standing challenges in healthcare informatics has been the ability to deal with the sheer variety and volume of disparate healthcare data and the increasing need to derive veracity and value out of it. Demystifying Big Data and Machine Learning for Healthcare investigates how healthcare organizations can leverage this tapestry of big data to discover new business value, use cases, and knowledge as well as how big data can be woven into pre-existing business intelligence and analytics efforts. This book focuses on teaching you how to:
The variety of data in healthcare spans multiple business workflows, formats (structured, un-, and semi-structured), integration at point of care/need, and integration with existing knowledge. In order to deal with these realities, the authors propose new approaches to creating a knowledge-driven learning organization-based on new and existing strategies, methods and technologies. This book will address the long-standing challenges in healthcare informatics and provide pragmatic recommendations on how to deal with them. |
Contents
Healthcare and the Big Data Vs | |
Big DataHow to Get Started | |
Big DataChallenges | |
Best Practices Separating Myth from Reality | |
Big Data Advanced Topics | |
Applied Machine Learning for Healthcare | |
AI for Imaging of Neurological | |
Precision Medicine and Big Data | |
Streaming Analytics | |
California Initiative to Advance Precision Medicine | |
Actionable Agile Analytics Using Data Variety | |
Deep Learning for Medical Imaging | |
Big Data Technical Glossary | |
INTRODUCTION TO CASE STUDIES | |
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Demystifying Big Data and Machine Learning for Healthcare Prashant Natarajan,John C. Frenzel,Detlev H. Smaltz No preview available - 2017 |