Trustworthy AI Systems / Fall 2024
Updates
- New Lecture is up: Hallucinations in Large Language Models [slides]
- New Lecture is up: Large Language Model Agent [slides]
- New Lecture is up: Pretrained Foundation Models [slides]
- New Assignment released: [Assignment #2 - artifact review]
- New Lecture is up: Deep Learning for Voice Conversion [slides]
- New Lecture is up: Deep Learning for Audio Recognition [slides]
- New Lecture is up: Generative Modeling (Part II) [slides]
Course Description
Welcome to Trustworthy AI Systems! This course is more than just a deep dive into the principles of artificial intelligence; it is an exploration of the ethical, technical, and societal dimensions that define the future of technology. 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. In this course, you will develop not just technical expertise but also a mindset that embraces critical thinking, ethical reasoning, and a commitment to lifelong learning. You will explore how to design AI systems that people can trust—systems that are transparent, fair, and capable of making decisions that positively impact society. 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. And you will develop a strong sense of equity and inclusion, understanding how to build AI systems that are fair and accessible to all. Let us embark on this journey together to build a future where AI enhances the human experience. Welcome to the future of AI!
Note: Some interactions are usinig the internal Canvas System at USF.
