Projects
DNN layer profiling with hardware counters
Research at IIT Hyderabad explored how hardware performance-counter traces reveal DNN layer signatures. The work combined statistical analysis and machine learning and was published at ACM AIMLSystems ’21.
Inferring DNN layer-types through a hardware performance counters based side channel attack
D. K. B. Achary, R. S. C. Teja, S. Mittal, B. Panda and C. K. Mohan.
CardNiti
An independent credit-card information and wallet-planning product. It brings together data modelling, decision logic, web development and an AI-assisted engineering workflow.
Writing as engineering practice
The technical publication is an ongoing collection of explanations and investigations: performance analysis, memory systems, processor architectures and on-device AI.
For independent education platforms and creative work, visit my identity hub. These projects retain their own identities and audiences.