Trustworthy AI for Healthcare Management

所在平台: Coursera

课程主页: https://www.coursera.org/learn/trustworthy-ai-for-healthcare-management

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课程简介

课程名称:值得信赖的人工智能在医疗管理中的应用 课程概述:该在线课程介绍了值得信赖的人工智能及其在医疗领域的应用,涵盖人工智能基础、值得信赖和伦理应用的入门知识。同时,课程将重点介绍Z-Inspection®过程,用于评估值得信赖的人工智能,并通过真实案例展示知识的应用。 目标人群:医疗专业人员、患者和人工智能从业人员。 课程大纲: 1. **导言**:探讨人工智能在医疗行业的潜力及其影响,介绍欧洲委员会高级专家组提出的值得信赖人工智能框架。 2. **医疗中的人工智能简介**:提供人工智能的基本概念及其在医疗领域历史及应用演变,分析人工智能在医疗中的潜在应用与常见挑战,并提出如何让人工智能系统更易于理解的方法。 3. **值得信赖的人工智能简介**:介绍值得信赖的人工智能伦理指南,探讨核心伦理原则和实施关键要求,同时讲解Z-Inspection®流程,用于实际可信度评估。 4. **医疗中的人工智能案例分析**:通过三个不同的案例研究,展示人工智能在医疗中的应用及其可信度评估的实践。 5. **课程总结**:回顾课程内容,提供关于医疗领域人工智能系统评估与实施的实用建议。 本课程旨在帮助学员全面理解值得信赖的人工智能以及其在医疗管理中的有效应用。

课程大纲

Name:Introduction

Description:Artificial Intelligence has the potential to drastically alter the healthcare sector. To maximize benefits and mitigate unintended negative consequences, the European Commission's High-Level expert group on Artificial Intelligence proposed a framework for Trustworthy Artificial Intelligence. This modules provides an overview on artificial intelligence in the healthcare sector, Trustworthy AI, and what topics the following modules will touch in more detail.

Name:Introduction to Artificial Intelligence in Healthcare

Description:The later modules in the course will expect some basic knowledge on artificial intelligence, which will be introduced in this module. The introduction will focus on very high level concepts and will be free of formulae. First, we will bring some clarification on the term "artificial intelligence" (or AI for short) and give a historical overview on how AI was applied in healthcare and how this application changed over time. We also go over possible applications of AI in healthcare, and show common challenges AI systems face. Finally, we will go over some of the ways AI systems can be made understandable to humans users.

Name:Introduction to Trustworthy Artificial Intelligence

Description:This module is an introduction to Trustworthy Artificial Intelligence. First, we will introduce the Ethics Guidelines for Trustworthy AI, especially the core ethical principles for trustworthy AI systems, and key requirements to implement them. Then, we will have a look at Z-Inspection®, a process to assess trustworthy AI in practice.

Name:Case Studies of Artificial Intelligence in Healthcare

Description:In this module, we will look at three different case-studies, to see examples of the application of AI in healthcare and how trustworthy AI assessments can look in practice.

Name:Recap

Description:In this module we recap the course content and give practical recommendations for the assessment and implementation of AI systems in healthcare.

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课程详情

This MOOC gives an introduction to trustworthy artificial intelligence and its application in healthcare. This includes modules on basics of artificial intelligence and an introduction to trustworthy and ethical applications of artificial intelligence. A dedicated lesson will present the Z-Inspection® process for assessing trustworthy AI, and real-world case studies will illustrate how to apply the knowledge. The course is aimed at healthcare professionals, patients, and AI practitioners. It d

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