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Murali55-09/README.md

πŸ‘‹ Hi, I'm Muralidhar Kurer

Computer Science Engineer specializing in AI/ML, Computer Vision, and Generative AI β€” I build systems that actually ship, from real-time edge inference to production RAG platforms.

  • πŸ”­ I'm currently working on: An Edge AI Computer Vision SDK that runs fully in-browser (YOLO26n + ONNX Runtime Web), enabling real-time object/face detection with zero installation across any device.

  • πŸ‘― I'm looking to collaborate on: Machine Learning and Computer Vision projects β€” especially real-time detection systems, edge AI deployment, and applied Generative AI / RAG pipelines.

  • 🀝 I'm looking for help with: Optimizing model performance for browser environments (WebAssembly, Web Workers) and squeezing out lower-latency real-time inference.

  • 🌱 I'm currently learning: Advanced deployment patterns for cross-platform ML β€” model quantization, ONNX optimization, and scaling RAG systems in production.

  • πŸ’¬ Ask me about: Python, TensorFlow, Computer Vision (OpenCV, YOLO, MediaPipe), NLP/LLMs, RAG architectures (Qdrant, RAGAS, Langfuse), and building ML systems that run anywhere.

  • ⚑ Fun fact: I enjoy building ML systems that work everywhere β€” from laptops to mobile browsers β€” with zero setup required. πŸš€


πŸš€ Featured Projects

  • Edge AI Computer Vision SDK β€” YOLO26n trained on 14,449 images (97.1% mAP@50), deployed via ONNX Runtime Web for real-time browser-based proctoring/detection.
  • AI-Powered Gesture Recognition β€” Real-time 21-landmark hand tracking (MediaPipe/OpenCV) powering air drawing, presentation control, and system control apps.
  • Clinical Assistance RAG Platform β€” Production-grade medical QA system with Qdrant, BM25 + RRF hybrid search, CrossEncoder reranking, and RAGAS evaluation.

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  1. Classification_proj Classification_proj Public

    End-to-end Machine Learning classification system deployed on cloud, enabling real-time predictions via a browser-based interface. Designed for scalability, usability, and cross-device accessibility.

    Jupyter Notebook 1

  2. ClinicalAssistance ClinicalAssistance Public

    Production-grade Medical RAG Assistant with Hybrid Retrieval (Dense + BM25 + RRF + CrossEncoder), Layered Guardrails, Developer Diagnostics, PDF Evidence Viewer, Langfuse Observability, Offline Eva…

    Python

  3. Contactless-Hand-Tracking-Control-System Contactless-Hand-Tracking-Control-System Public

    A touchless interaction platform that turns your webcam into an input device for drawing, presentation control, and system navigation using MediaPipe, OpenCV, and PyAutoGUI.

    Python