My research research broadly focuses on software algorithms, hardware architectures, and hardware-software co-design for energy-efficient, fault-tolerant, real-time, and secure computing. A concise (somewhat outdated) overview of the various research activities in our lab can be found in the poster here. Selected videos from a few of these projects can be found here. Link to all relevant publications can be found here. Below on this page you will find links to various ongoing projects. Citations and publications are listed at: [Google Scholar] [DBLP].
Ongoing Research Projects Exploiting Machine Learning
- Deep Learning Hardware Accelerator Design with Silicon Photonics
- Silicon Photonics Chip-Scale Networks for Manycore Computing
- Memory Optimizations for Manycore Computing
- Deep Learning for Indoor Localization with Smartphones
- Secure and Real-Time Automotive Network Management
- Deep Learning and Sensor Fusion for Autonomous Vehicle Design
- Deep Learning for Resource Management in Mobile Devices
- Energy Efficient and Robust Resource Management for Datacenters