Trustworthy AI Systems / Fall 2024
Updates
- New Lecture is up: Fairness of AI [slides]
- New Lecture is up: Explainability of AI [slides]
- New Lecture is up: Robustness of AI [slides]
- New Lecture is up: Accountability of AI [slides]
- New Lecture is up: Privacy of AI [slides]
- New Lecture is up: Security of AI in Training [slides]
- New Lecture is up: Security of AI in Inference [slides]
Course Description
Welcome to Trustworthy AI Systems! In this course, we will cover learning-based modern AI Systems with exemplary topics in computer vision, natural language processing, and speech systems. Meanwhile, we will discuss how to design AI systems that people can trust—systems that are transparent, fair, secure, private, robust, and capable of making decisions that positively impact society. You will develop not just technical expertise but also a mindset that embraces critical thinking, ethical reasoning, and a commitment to lifelong learning. By the end of this course, you will sharpen your problem-solving abilities by tackling real-world AI challenges. Your communication skills will be enhanced as you learn to explain complex technical concepts to diverse audiences. As we stand in a new era of AI, the need for systems that are not only intelligent but also reliable, ethical, and secure has never been more urgent. Let us embark on this journey together to build a future where AI enhances the human experience!
Note: Some interactions are usinig the internal Canvas System at USF.
