Resources
Textbook
There is no official textbook for the course as it is a rapidly evolving research area. We will use published and peer reviewed papers for the class. In addition, we will release class notes on dependability in AI/ML.
Probability Review
Item | Link | Name |
---|---|---|
1 | Link | Prof. Hajek’s course notes for ECE313 |
2 | Link | Prof. Iyer’s lecture slides for ECE313 |
3 | Link | Prof. Iyer’s lecture slides for ECE 498 DS |
4 | Link | Lecture slides for CS 446 |
Other recommended texts
- D. P. Siewiorek and R. S. Swarz, Reliable Computer Systems - Design and Evaluation, Digital Press, 1998, 3rd edition.
- M. Shooman, Probabilistic Reliability: An Engineering Approach, McGraw-Hill, 1968.
External resources and useful links
- IBM’s adversarial robustness toolbox
- Stanford’s course on building trust in autonomous systems
- Berkeley’s course on trustworthy deep learning
- UIUC’s course on trustworthy ML