Presentation
DCgAA 2024: International Workshop on DL-Hardware Co-Design for Generative AI Acceleration
DescriptionIn the ever-evolving domain of computational technologies, the profound impact of artificial intelligence (AI) is indisputable. The DCgAA 2024 Workshop stands at the forefront of this revolution, offering an essential platform for synergizing deep learning (DL) models with advanced hardware system designs. This second iteration of our workshop is dedicated to exploring and fortifying the symbiotic relationship between DL and hardware innovation, especially in the context of generative AI applications. Deep learning's integration across various computing sectors necessitates robust hardware solutions to amplify model performance and efficiency. However, current DL research often overlooks critical real-world computational constraints such as power efficiency, memory usage, and scalability of model sizes. This oversight limits the practical deployment of AI innovations, particularly in scenarios requiring high computational efficiency like mobile devices, AR/VR technologies, and other edge computing environments. Our workshop aims to bridge this gap by fostering discussions and research on optimizing hardware designs specifically tailored for generative AI applications. We will delve into the unique computational demands of these models and the necessity of hardware systems that can adapt to their complex requirements. This approach is pivotal for realizing the full potential of DL innovations and ensuring their effective application in real-world scenarios.
Organizers
Event Type
Workshop
TimeSunday, June 238:00am - 12:00pm PDT
Location3004, 3rd Floor
AI