Polaris: Multi-Fidelity Design Space Exploration of Deep Learning Accelerators
This paper presents a tool for automatically exploring the design space of deep learning
accelerators (DLAs). Our main advancement is Starlight, a data-driven performance model …
accelerators (DLAs). Our main advancement is Starlight, a data-driven performance model …
Incorporating prior knowledge to efficiently design deep learning accelerators
C Sakhuja - 2024 - repositories.lib.utexas.edu
Artificial intelligence (AI) has exploded in popularity over the past decade, and its
computational demand has seen commensurate increase. AI models are getting larger, and …
computational demand has seen commensurate increase. AI models are getting larger, and …
[PDF][PDF] Use Cases and Deployment of ML in IC Physical Design
ABSTRACT ML for IC physical design must be deployed in order to have business impacts.
However, deployment in production must navigate many practical considerations, including …
However, deployment in production must navigate many practical considerations, including …
[PDF][PDF] Incorporating Prior Knowledge to Efficiently Design Deep Learning Accelerators
The path to a PhD is mired with taxing twists and turns, and, more than the research, it was
the people around me that kept me going. I owe deep thanks to many, but in this brief …
the people around me that kept me going. I owe deep thanks to many, but in this brief …