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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

Introducing Amazon Forecast

Amazon Forecast is a managed AI service from AWS that allows you to create accurate time series forecasting models. The service allows you to import time series datasets, preprocess and clean up the datasets for training, train a forecasting model, and deploy it to generate forecasts on future time intervals. You can then export these forecasts to visualize the results on reporting platforms such as Amazon QuickSight. You can also visualize the results on the AWS console or use the API to get real-time results.

Amazon Forecast provides multiple options when it comes to the choice of algorithms to use while training a model. They range from statistical methods to DL algorithms, and you can choose them based on factors such as the volume of the data, the number of missing values in the data, and also the complexity of the dataset. Let us look in more detail at the algorithms that Amazon Forecast provides.

Amazon Forecast algorithms

The models created...

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