Skip to content
View karelbecerra's full-sized avatar
🎯
Focusing
🎯
Focusing

Block or report karelbecerra

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
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 peer-reviewed research in Computers in Biology and Medicine leveraging zero-shot Segment Anything Models (SAM) and deep learning:

  • National Library of Medicine, 2025: "Sex classification from hand X-ray images in pediatric patients: How zero-shot Segment Anything Model (SAM) can improve medical image analysis" (transfer learning, dataset engineering, preprocessing, augmentation, model training, evaluation, explainability, training pipeline with configurable backbones, ensemble learning) (https://www.sciencedirect.com/science/article/pii/S001048252501412X)

Pinned Loading

  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 1