A1. Deep Learning Application for Healthcare (Colin Matthews, 2022)
1. Course Overview:
1. Course Overview 00:00:00
2. Fundamentals of Deep Learning:
1. Welcome! 00:01:13
2. The Power of Deep Learning 00:02:48
3. What Is Deep Learning 00:05:05
4. Advantages 00:10:45
5. Disadvantages 00:13:08
6. Case Study - Diagnostic Image Analysis 00:15:23
3. Healthcare Data:
1. Module Overview 00:19:53
2. Introduction to Healthcare Data 00:20:29
3. Medical Coding 00:25:17
4. Document and Text Analysis 00:29:33
5. Image Analysis 00:32:59
6. Device Data 00:37:47
7. Case study - Automated Medical Coding 00:42:14
4. Ethics in Healthcare AI:
1. Module Overview 00:47:03
2. Decision Support vs. Decision Making 00:47:29
3. Interpretability 00:50:31
4. Bias 00:53:29
5. Peer Review 00:56:51
6. Case study - Sepsis Algorithm 00:59:47
7. Course Summary 01:02:36
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