At InterveiHire, I trained computer vision models on video frames for AI-based proctoring across multiple-face and gaze-deviation scenarios. I built automated monitoring logic for violation categories and validated test cases, tuning confidence and rule-based checks to reduce false alerts.
At CSIR-CSIO, I contributed to ML and deep-learning workflows for infrared object detection, recognition, and tracking in surveillance settings. I also built projects including GoChat, a real-time chat application with Go WebSockets, JWT authentication, SQLite, and Redis, and a parallel PDE solver using PETSc and MPI.

