Deep Learning Application for Healthcare

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Colin Matthews

1:02:59

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1. Course Overview

1. Course Overview.mp4

01:13

2. Fundamentals of Deep Learning

1. Welcome!.mp4

01:34

2. The Power of Deep Learning.mp4

02:17

3. What Is Deep Learning.mp4

05:40

4. Advantages.mp4

02:23

5. Disadvantages.mp4

02:14

6. Case Study - Diagnostic Image Analysis.mp4

04:30

3. Healthcare Data

1. Module Overview.mp4

00:35

2. Introduction to Healthcare Data.mp4

04:48

3. Medical Coding.mp4

04:15

4. Document and Text Analysis.mp4

03:26

5. Image Analysis.mp4

04:48

6. Device Data.mp4

04:26

7. Case study - Automated Medical Coding.mp4

04:48

4. Ethics in Healthcare AI

1. Module Overview.mp4

00:26

2. Decision Support vs. Decision Making.mp4

03:02

3. Interpretability.mp4

02:58

4. Bias.mp4

03:22

5. Peer Review.mp4

02:55

6. Case study - Sepsis Algorithm.mp4

02:49

7. Course Summary.mp4

00:30

Description

Deep learning is a powerful machine learning technique that has led to incredible innovations in artificial intelligence. This course will teach you the fundamentals of deep learning in healthcare through theory and applied case studies.

What You'll Learn?

Deep learning is used daily to select the advertisements you see, drive product recommendations, and help you become more productive. In this course, Deep Learning Applications for Healthcare, you’ll understand how deep learning is changing healthcare through theory and applied case studies. First, you’ll explore the fundamentals of deep learning in healthcare. Next, you’ll discover how healthcare data is collected and structured. Finally, you’ll learn about common pitfalls when implementing machine learning in healthcare. When you’re finished with this course, you’ll have the skills and knowledge of Deep Learning Application for Healthcare needed to understand current and future applications of deep learning in this context.

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Deep Learning

Healthcare

Colin Matthews

Instructor's Courses

Colin is an experienced technical professional specializing in healthcare technology. Whether it's building full-stack web apps for side-projects, creating content online, or managing developers in his day job as a Product Manager, Colin always shows up with a smile and a willingness to learn.

Pluralsight

View courses Pluralsight

Pluralsight, LLC is an American privately held online education company that offers a variety of video training courses for software developers, IT administrators, and creative professionals through its website. Founded in 2004 by Aaron Skonnard, Keith Brown, Fritz Onion, and Bill Williams, the company has its headquarters in Farmington, Utah. As of July 2018, it uses more than 1,400 subject-matter experts as authors, and offers more than 7,000 courses in its catalog. Since first moving its courses online in 2007, the company has expanded, developing a full enterprise platform, and adding skills assessment modules.