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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.

Publication and DOI · Paper

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.

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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.