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Ujjwal Ratan
Applied Machine Learning for Healthcare and Life Sciences Using AWS
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1192583Applied Machine Learning for Healthcare and Life Sciences Using AWShttps://www.gandhi.com.mx/applied-machine-learning-for-healthcare-and-life-sciences-using-aws/phttps://gandhi.vtexassets.com/arquivos/ids/1238637/d94dfde7-726e-48b3-af88-48cdb00852de.jpg?v=638337681532230000571634MXNPackt PublishingInStock/Ebooks/1183816Applied Machine Learning for Healthcare and Life Sciences Using AWS571634https://www.gandhi.com.mx/applied-machine-learning-for-healthcare-and-life-sciences-using-aws/phttps://gandhi.vtexassets.com/arquivos/ids/1238637/d94dfde7-726e-48b3-af88-48cdb00852de.jpg?v=638337681532230000InStockMXN99999DIEbook20229781804619193_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_<p><strong>Solve challenging and real-world Healthcare and Life Sciences problems using Machine Learning on AWS</strong></p><h4>Key Features</h4><ul><li>Understand a wide range of challenges faced by healthcare and life sciences organizations</li><li>How machine learning can address those challenges in a practical manner thats easy to understand</li><li>Tools and services from AWS to help builders with basic machine learning</li></ul><h4>Book Description</h4><p>The readers will need to understand basic machine learning concepts and techniques. They will also need to be familiar with some of the challenges faced by the healthcare and life sciences industry but that is not mandatory.</p><p>The book focuses on key parts of machine learning and AWS. We will later move to various applications of machine learning in Healthcare. Here we will cover critical applications like Patient Risk Stratification, healthcare provider operational efficiency, Medical Imaging, medical devices, and so on.</p><p>Then we will move to top applications of Machine learning in Life Sciences. We will deep dive into genomics, drug discovery and chemical informatics, pharma sales, and forecasting.</p><p>By the end of the book, we will learn common challenges that you will face and their solutions. Followed by current Industry Trends and future applications.</p><h4>What you will learn</h4><ul><li>Learn the common challenges faced by the healthcare and life sciences</li><li>Apply machine learning algorithms to specific problems to solve them</li><li>Best practices around scalability, security, and explainability</li><li>Regulatory and privacy requirements of the healthcare and life sciences</li><li>Top real-world applications to ease your day-to-day tasks</li></ul><h4>Who This Book Is For</h4><p>This book is for someone who works for or has an interest in the healthcare and Life Sciences industry and has some experience in machine learning. Its tailored towards technology decision-makers and builders who would like to apply machine learning to solve common challenges in the healthcare and life science industry.</p><h4>Table of Contents</h4><ol><li>Introducing Machine Learning and the AWS Machine Learning Stack</li><li>Key AWS ML services for Healthcare and Life Sciences</li><li>Machine Learning for patient risk stratification</li><li>Machine Learning for healthcare provider operational efficiency</li><li>Machine Learning for healthcare payors</li><li>Machine Learning for Medical Imaging and medical devices</li><li>Applying Machine Learning to Genomics</li><li>Machine Learning for drug discovery and chemical informatics</li><li>Machine learning for clinical trial optimization and pharmacovigilance</li><li>Machine learning for pharma sales and forecasting</li><li>Common Industry Challenges and Solutions</li><li>Current Industry Trends and future applications</li></ol>(*_*)9781804619193_<p>Build real-world artificial intelligence apps on AWS to overcome challenges faced by healthcare providers and payers, as well as pharmaceutical, life sciences research, and commercial organizations Key Features Learn about healthcare industry challenges and how machine learning can solve them Explore AWS machine learning services and their applications in healthcare and life sciences Discover practical coding instructions to implement machine learning for healthcare and life sciences Book Description While machine learning is not new, its 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. Youll 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, youll be aware of key challenges faced in applying AI to healthcare and life sciences industry and learn how to address those challenges with confidence. What you will learn Explore the healthcare and life sciences industry Find out about the key applications of AI in different industry segments Apply AI to medical images, clinical notes, and patient data Discover security, privacy, fairness, and explainability best practices Explore the AWS ML stack and key AI services for the industry Develop practical ML skills using code and AWS services Discover all about industry regulatory requirements Who this book is for This book is specifically tailored toward technology decision-makers, data scientists, machine learning engineers, and anyone who works in the data engineering role in healthcare and life sciences organizations. Whether you want to apply machine learning to overcome common challenges in the healthcare and life science industry or are looking to understand the broader industry AI trends and landscape, this book is for you. This book is filled with hands-on examples for you to try as you learn about new AWS AI concepts.</p>...9781804619193_Packt Publishinglibro_electonico_5b283469-b935-3baa-8765-1cd3eeabf6d0_9781804619193;9781804619193_9781804619193Ujjwal RatanInglésMéxicohttps://getbook.kobo.com/koboid-prod-public/packt-epub-2689326e-5a94-4b20-8a52-48c965504cdd.epub2022-11-25T00:00:00+00:00Packt Publishing