Prajwal Kulkarni
Experience Projects
Projects
  • Real-Time Industrial Posture Analysis
    Edge-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 Calibration
    180 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 System
    Distributed 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 Assistant
    Autonomous 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 Widget
    A persistent, transparent GTK3 desktop widget for Wayland that renders Markdown task lists directly onto the desktop wallpaper layer using gtk-layer-shell.
Implementations
  • Medical Lesion Segmentation
    Implementation of a MICCAI 2025 paper on weakly supervised mutually exclusive multiclass segmentation of brain tumor lesions.
© 2026 Prajwal Kulkarni
GitHub LinkedIn prajwalanandk@gmail.com