Explainable AI (XAI)

About this Specialization

In an era where Artificial Intelligence (AI) is rapidly transforming high-risk domains like healthcare, finance, and criminal justice, the ability to develop AI systems that are not only accurate but also transparent and trustworthy is critical. The Explainable AI (XAI) Specialization is designed to empower AI professionals, data scientists, machine learning engineers, and product managers with the knowledge and skills needed to create AI solutions that meet the highest standards of ethical and responsible AI.\\n\\nTaught by Dr. Brinnae Bent, an expert in bridging the gap between research and industry in machine learning, this course series leverages her extensive experience leading projects and developing impactful algorithms for some of the largest companies in the world. Dr. Bent\'s work, ranging from helping people walk to noninvasively monitoring glucose, underscores the meaningful applications of AI in real-world scenarios.\\n\\nThroughout this series, learners will explore key topics including Explainable AI (XAI) concepts, interpretable machine learning, and advanced explainability techniques for large language models (LLMs) and generative computer vision models. Hands-on programming labs, using Python to implement local and global explainability techniques, and case studies offer practical learning. This series is ideal for professionals with a basic to intermediate understanding of machine learning concepts like supervised learning and neural networks.

Created by: Duke University


Related Online Courses

Whether you are a beginning programmer with an interest in Data Science, a data scientist working closely with content experts, or a software developer seeking to learn about the database layer of... more
With the increasing adoption of remote and hybrid work, effective communication in a corporate setting has become more critical than ever. This Corporate Communication specialization is designed to... more
At the end of this project, you will be able to use the different features in Microsoft Word to create a lesson plan. You will be able to create a table with content. Additionally, you will be able... more
Unravel the mysteries behind the accelerating pace of technological change, exploring mathematical principles and historical precedents behind AI and large learning models (LLM). Gain insights into... more
Tingkatkan pengalaman navigasi situs Anda menggunakan AI generatif untuk memberikan pengalaman penelusuran yang lebih baik bagi pengguna. Di kursus ini, Anda akan mempelajari cara menggunakan... more

CONTINUE SEARCH

FOLLOW COLLEGE PARENT CENTRAL