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karelbecerra/README.md

Machine Learning Engineer with +15 expertise in scalable cloud architectures, computer vision, deep learning. Hands on experience ML/AI from research papers into engineer production ready environments, Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), Generative AI and real-world agents/agentic AI solutions. Deep experience in frontend and backend, microservices, cloud platforms, and technical leadership across global organizations.

PUBLICATIONS & AI RESEARCH

Published Aug, 2026: Computer Science > Computer Vision and Pattern Recognition:

Published Nov, 2025: Computers in Biology and Medicine leveraging zero-shot Segment Anything Models (SAM) and deep learning:

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  1. sam-x-ray-medical-images-hand-sex-classification sam-x-ray-medical-images-hand-sex-classification Public

    Deep learning and segmentation in sex classification from left hand X-ray images in pediatric patients: how zero-shot Segment Anything Model (SAM) can improve medical image analysis

    Jupyter Notebook 4 1

  2. ai-ml-dl-samples ai-ml-dl-samples Public

    Artificial Intelligence - Machine Learning - Deep Learning - Samples

    Jupyter Notebook 2

  3. yolov9-docker-rest-service-xray-fracture yolov9-docker-rest-service-xray-fracture Public

    yolov9-docker-rest-service-xray-fracture

    Python 1

  4. rock-art-segmentation rock-art-segmentation Public

    Python 2

  5. google-adk-agents-seo-mcp google-adk-agents-seo-mcp Public

    Google ADK Agents SEP MCP

    Python 2

  6. hand-paintings-in-rock-art hand-paintings-in-rock-art Public

    Hand Paintings in Rock Art — Sex Classification: Deep learning pipeline that classifies hand silhouettes from prehistoric rock art paintings to predict the biological sex of the individuals who cre…

    Jupyter Notebook 2