This talk will feature two families of machine learning, the diffusion network and the transformer. First, the two basic methodologies will be introduced from first principles. Second, two developments from the Virginia Image and Video Analysis laboratory will be described. A diffusion method for multiplicative noise will be outlined. And a special-purpose transformer for recognizing human activity from videos will be explained. The talk will conclude with recommendations regarding research in artificial intelligence. Co-sponsored by: Fairleigh Dickinson University Speaker(s): Dr. Daniel Renner Agenda: Registration for the event and refreshments/dinner are complimentary. Venue: Fairleigh Dickinson University 1000 River Road, Building: Muscarelle Center, Room Number: 105 Teaneck, New Jersey, United States 07666 For additional information about the venue and parking, please contact Dr. Hong Zhao zhao@fdu.edu Virtual: https://events.vtools.ieee.org/m/462787