Name: Developing Explainable AI (XAI)
Brand: Duke University
Availability: OnlineOnly
Rating: 4.6 (6 reviews)

返回到 Developing Explainable AI (XAI)

学生对 Duke University 提供的 Developing Explainable AI (XAI) 的评价和反馈

4.6

星

36 个评分

课程概述

As Artificial Intelligence (AI) becomes integrated into high-risk domains like healthcare, finance, and criminal justice, it is critical that those responsible for building these systems think outside the black box and develop systems that are not only accurate, but also transparent and trustworthy. This course provides a comprehensive introduction to Explainable AI (XAI), empowering you to develop AI solutions that are aligned with responsible AI principles. Through discussions, case studies, and real-world examples, you will gain the following skills: 1. Define key XAI terminology and concepts, including interpretability, explainability, and transparency. 2. Evaluate different interpretable and explainable approaches, understanding their trade-offs and applications. 3. Integrate XAI explanations into decision-making processes for enhanced transparency and trust. 4. Assess XAI systems for robustness, privacy, and ethical considerations, ensuring responsible AI development. 5. Apply XAI techniques to cutting-edge areas like Generative AI, staying ahead of emerging trends. This course is ideal for AI professionals, data scientists, machine learning engineers, product managers, and anyone involved in developing or deploying AI systems. By mastering XAI, you'll be equipped to create AI solutions that are not only powerful but also interpretable, ethical, and trustworthy, solving critical challenges in domains like healthcare, finance, and criminal justice. To succeed in this course, you should have experience building AI products and a basic understanding of machine learning concepts like supervised learning and neural networks. The course will cover explainable AI techniques and applications without deep technical details....

1 - Developing Explainable AI (XAI) 的 6 个评论（共 6 个）

创建者 stanley c

•

Dec 20, 2024

Well designed, was as detailed as possible within the time and limits of delivery. Enjoyed the course and sparked my interest to pursue this direction further in my postgrad research ... Thank you Duke and Dr. Bent

创建者 Yevhen S

•

Jan 22, 2025

It's topic, which often forgotten, but as we use more of AI we need that, Awesome explanations.

创建者 hariharan g

•

Jan 7, 2025

strong foundational course - relevant to todays industry

创建者 Leonardo F D G

•

Aug 19, 2025

Thanks to this course, I was able to deepen my knowledge on XAI and its importance in preventing AI to be used in a harmful way. Excellent content and explanations!