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Applied Machine Learning for Healthcare and Life Sciences using AWS

Applied Machine Learning for Healthcare and Life Sciences using AWS

By : Ujjwal Ratan
4.9 (14)
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Applied Machine Learning for Healthcare and Life Sciences using AWS

Applied Machine Learning for Healthcare and Life Sciences using AWS

4.9 (14)
By: Ujjwal Ratan

Overview of this book

While machine learning is not new, it's only now that we are beginning to uncover its true potential in the healthcare and life sciences industry. The availability of real-world datasets and access to better compute resources have helped researchers invent applications that utilize known AI techniques in every segment of this industry, such as providers, payers, drug discovery, and genomics. This book starts by summarizing the introductory concepts of machine learning and AWS machine learning services. You’ll then go through chapters dedicated to each segment of the healthcare and life sciences industry. Each of these chapters has three key purposes -- First, to introduce each segment of the industry, its challenges, and the applications of machine learning relevant to that segment. Second, to help you get to grips with the features of the services available in the AWS machine learning stack like Amazon SageMaker and Amazon Comprehend Medical. Third, to enable you to apply your new skills to create an ML-driven solution to solve problems particular to that segment. The concluding chapters outline future industry trends and applications. By the end of this book, you’ll be aware of key challenges faced in applying AI to healthcare and life sciences industry and learn how to address those challenges with confidence.
Table of Contents (19 chapters)
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1
Part 1: Introduction to Machine Learning on AWS
Free Chapter
2
Chapter 1: Introducing Machine Learning and the AWS Machine Learning Stack
4
Part 2: Machine Learning Applications in the Healthcare Industry
9
Part 3: Machine Learning Applications in the Life Sciences Industry
14
Part 4: Challenges and the Future of AI in Healthcare and Life Sciences

Understanding Current Industry Trends and Future Applications

We have now covered different ways in which ML is making a difference for healthcare and life sciences organizations. With the help of examples in this book, you have seen that ML is more present than you may have thought and is having more impact on the way we live our lives than you may have believed. We have also explored the role AWS is playing in this transformation, particularly how the services from the AWS ML stack are making it easy for healthcare and life sciences customers to innovate at scale. From SageMaker, which lets you build, train, deploy, monitor, and operationalize ML models, to Comprehend Medical, which allows you to extract meaningful information from unstructured clinical records using pretrained models, the services cater to both experienced power users (such as research scientists) and people who are not very familiar with ML and are just getting started. The depth and breadth of these services make...

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