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AI for Healthcare with Keras and Tensorflow 2.0: Design, Develop, and Deploy Machine Learning Models Using Healthcare Data free ebook download

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Author(s):	Anshik Anshik

Date:	2021	Format:	7z	Language:	English	ISBN/ASIN:	1484270851
Pages:	397	OCR:		Quality:		ISBN13:
Uploader:	topron	Upload Date:	6/28/2021 9:20:10 AM

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Learn how AI impacts the healthcare ecosystem through real-life case studies with TensorFlow 2.0 and other machine learning (ML) libraries.

This book begins by explaining the dynamics of the healthcare market, including the role of stakeholders such as healthcare professionals, patients, and payers. Then it moves into the case studies. The case studies start with EHR data and how you can account for sub-populations using a multi-task setup when you are working on any downstream task. You also will try to predict ICD-9 codes using the same data. You will study transformer models. And you will be exposed to the challenges of applying modern ML techniques to highly sensitive data in healthcare using federated learning. You will look at semi-supervised approaches that are used in a low training data setting, a case very often observed in specialized domains such as healthcare. You will be introduced to applications of advanced topics such as the graph convolutional network and how you can develop and optimize image analysis pipelines when using 2D and 3D medical images. The concluding section shows you how to build and design a closed-domain Q&A system with paraphrasing, re-ranking, and strong QnA setup. And, lastly, after discussing how web and server technologies have come to make scaling and deploying easy, an ML app is deployed for the world to see with Docker using Flask.

By the end of this book, you will have a clear understanding of how the healthcare system works and how to apply ML and deep learning  tools and techniques to the healthcare industry.

What You Will Learn
Get complete, clear, and comprehensive coverage of algorithms and techniques related to case studies 
Look at different problem areas within the healthcare industry and solve them in a code-first approach
Explore and understand advanced topics such as multi-task learning, transformers, and graph convolutional networks
Understand the industry and learn ML

Who This Book Is For

Data scientists and software developers interested in machine learning and its application in the healthcare industry

Links Table

	Title	Link	Password	Size (MB)	Thank to	Inform Admin
3013451	Book	https://nitro.download/view/12826478A183...		0.00	topron

Tags: Data Deploy Design Develop Healthcare Keras Learning Machine Models Tensorflow

Title	Link	Password	Size	Reason

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AI for Healthcare with Keras and Tensorflow 2.0: Design, Develop, and Deploy Machine Learning Models Using Healthcare Data free ebook download

Category: Programming

Description: Click to see full description

Category:
Programming