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Applied Machine Learning for Healthcare and Life Sciences using AWS

You're reading from   Applied Machine Learning for Healthcare and Life Sciences using AWS Transformational AI implementations for biotech, clinical, and healthcare organizations

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Product type Paperback
Published in Nov 2022
Publisher Packt
ISBN-13 9781804610213
Length 224 pages
Edition 1st Edition
Tools
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Author (1):
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Ujjwal Ratan Ujjwal Ratan
Author Profile Icon Ujjwal Ratan
Ujjwal Ratan
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Table of Contents (19) Chapters Close

Preface 1. Part 1: Introduction to Machine Learning on AWS
2. Chapter 1: Introducing Machine Learning and the AWS Machine Learning Stack FREE CHAPTER 3. Chapter 2: Exploring Key AWS Machine Learning Services for Healthcare and Life Sciences 4. Part 2: Machine Learning Applications in the Healthcare Industry
5. Chapter 3: Machine Learning for Patient Risk Stratification 6. Chapter 4: Using Machine Learning to Improve Operational Efficiency for Healthcare Providers 7. Chapter 5: Implementing Machine Learning for Healthcare Payors 8. Chapter 6: Implementing Machine Learning for Medical Devices and Radiology Images 9. Part 3: Machine Learning Applications in the Life Sciences Industry
10. Chapter 7: Applying Machine Learning to Genomics 11. Chapter 8: Applying Machine Learning to Molecular Data 12. Chapter 9: Applying Machine Learning to Clinical Trials and Pharmacovigilance 13. Chapter 10: Utilizing Machine Learning in the Pharmaceutical Supply Chain 14. Part 4: Challenges and the Future of AI in Healthcare and Life Sciences
15. Chapter 11: Understanding Common Industry Challenges and Solutions 16. Chapter 12: Understanding Current Industry Trends and Future Applications 17. Index 18. Other Books You May Enjoy

Preface

We have seen multiple ways in which AI is touching our lives in a meaningful way. It’s almost like having a superpower that you never knew you needed, but now that you have it, you can see how it is changing our lives for the better. Automation driven by AI is helping organizations achieve levels of operational efficiency they never thought were possible, which in turn is boosting economies. The accessibility of cutting-edge infrastructure and models has improved tremendously with the power of cloud computing, which has democratized AI by putting it in the hands of everyone. It is no wonder that the last decade has seen the use of AI in the healthcare and life sciences industry increase massively. As the industry is undergoing a transformation driven by technology and digitization, it produces large volumes of data in multiple modalities. To utilize the full potential of this data, organizations are applying machine learning to process, analyze, and interpret critical information from these datasets to improve and save the lives of patients. It is helping improve provider efficiencies and improve care quality, and is bringing the costs of drugs and therapies down.

This book will help you understand how this is happening. It will introduce you to the different verticals of the healthcare and life sciences industry such as providers, payors, pharmaceuticals, genomics, and medical imaging. It begins by introducing you to the concept of machine learning and then progresses to show how you can apply machine learning to workloads in each of these industry verticals. The book gradually builds your Amazon Web Services (AWS) machine learning knowledge. You will be introduced to low-code AI services from AWS and each chapter progresses to more advanced topics. The exercises at the end of the chapters are designed for you to practice what you learned and apply the learning to an actual problem in the industry vertical. I hope you enjoy this ride and find what you learn from this book valuable for a long time to come.

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