Course SchedulePlease note that this schedule is subject to change.
Lecture 1: Course OverviewMonday, January 24, 2022 Lecture 2: RL-guided video streamingWednesday, January 26, 2022
Lecture 3: Short-term, in-place learning for video streamingMonday, January 31, 2022 Lecture 4: ML-powered content enhancement for video streamingWednesday, Februrary 2, 2022
Lecture 5: Learned video compression for efficient storageMonday, February 7, 2022 Lecture 6: ML-driven streaming QoE estimation on encrypted trafficWednesday, February 9, 2022
Lecture 7: Predicting viewports for efficient panoramic video streamingMonday, February 14, 2022 Lecture 8: Super resolution-enhanced 360-degree video streamingWednesday, February 16 2022
Lecture 9: Enhancing uploaded live video with neural networksMonday, February 21, 2022 Lecture 10: Volumetric video streaming (Guest Lecture: Rajrup Ghosh, USC)Wednesday, February 23, 2022
In-Class Research Project MeetingsMonday, February 28, 2022 Lecture 11: Introduction to video conferencingWednesday, March 2, 2022 No Class: Spring RecessMonday, March 7, 2022 No Class: Spring RecessWednesday, March 9, 2022 Lecture 12: Learned network-codec ties for conferencingMonday, March 14, 2022 Lecture 13: Online RL for network-aware video conferencingWednesday, March 16, 2022
Lecture 14: Fusing learning and rule-based algorithms for conferencingMonday, March 21, 2022
Lecture 15: Judicious inference and tracking for lightweight augmented realityWednesday, March 23, 2022
Lecture 16: Fine-grained DNN scheduling on mobile device GPUs for efficient ARMonday, March 28, 2022 Lecture 17: Introduction to video analyticsWednesday, March 30, 2022
Lecture 18: Continuous learning for edge video analyticsMonday, April 4, 2022 Lecture 19: Efficient indexing using compressed models for retrospective analyticsWednesday, April 6, 2022 Lecture 20: Merging model layers for memory-efficient edge video analytics (Guest Lecture: Arthi Padmanabhan, UCLA)Monday, April 11, 2022 Lecture 21: Privacy in ML-based video analytics (Guest Lecture: Frank Cangialosi, MIT)Wednesday, April 13, 2022 Class Research PresentationsMonday, April 18, 2022 Class Research PresentationsWednesday, April 20, 2022 |