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Machine Learning and AI for Healthcare - Big Data for Improved Health Outcomes (Paperback, 2nd ed.)
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Machine Learning and AI for Healthcare - Big Data for Improved Health Outcomes (Paperback, 2nd ed.)
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This updated second edition offers a guided tour of machine
learning algorithms and architecture design. It provides real-world
applications of intelligent systems in healthcare and covers the
challenges of managing big data. The book has been updated with the
latest research in massive data, machine learning, and AI ethics.
It covers new topics in managing the complexities of massive data,
and provides examples of complex machine learning models. Updated
case studies from global healthcare providers showcase the use of
big data and AI in the fight against chronic and novel diseases,
including COVID-19. The ethical implications of digital healthcare,
analytics, and the future of AI in population health management are
explored. You will learn how to create a machine learning model,
evaluate its performance, and operationalize its outcomes within
your organization. Case studies from leading healthcare providers
cover scaling global digital services. Techniques are presented to
evaluate the efficacy, suitability, and efficiency of AI machine
learning applications through case studies and best practice,
including the Internet of Things. You will understand how machine
learning can be used to develop health intelligence-with the aim of
improving patient health, population health, and facilitating
significant care-payer cost savings. What You Will Learn Understand
key machine learning algorithms and their use and implementation
within healthcare Implement machine learning systems, such as
speech recognition and enhanced deep learning/AI Manage the
complexities of massive data Be familiar with AI and healthcare
best practices, feedback loops, and intelligent agents Who This
Book Is For Health care professionals interested in how machine
learning can be used to develop health intelligence - with the aim
of improving patient health, population health and facilitating
significant care-payer cost savings.
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