Projects
- Real-Time Industrial Posture AnalysisEdge-cloud IoT system combining ST-GCN neural networks with deterministic EAWS bio-mechanical rules to classify factory worker posture in real-time at <50ms latency.
- Medical Model Calibration180 experiments across 5 medical datasets proving that Focal Loss + MDCA train-time regularization beats post-hoc Temperature Scaling for neural network calibration.
- Surgical Skill Assessment SystemDistributed system prototype designed as an assignment for AIIMS Delhi — PyQt5 edge client with network-resilient uploads and a FastAPI async job queue using ThreadPoolExecutors for concurrent video scoring.
Side Projects
- Job AssistantAutonomous multi-agent system that applies for jobs end-to-end — scraping, evaluating, and form-filling across ATS platforms using a Llama 3 + Gemini dual-brain architecture for $0 local compute.
- Wayland Desktop Task WidgetA persistent, transparent GTK3 desktop widget for Wayland that renders Markdown task lists directly onto the desktop wallpaper layer using gtk-layer-shell.