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ErnestoSCL/README.md

Hi, I'm Ernesto Saniel Castro Lozano 👋

AI Engineer | Data Scientist | ML Engineer
I build practical AI products for real-world impact, especially in digital health, computer vision, and ML-powered decision support.

I focus on the full lifecycle: from data and modeling to APIs, deployment, and user-facing apps.


About Me

  • Systems Engineer specialized in Artificial Intelligence
  • Experience building end-to-end solutions with ML/DL, NLP, LLM workflows, and MLOps
  • Strong interest in healthcare AI, explainability, and responsible deployment
  • Based in Trujillo, La Libertad, Peru

Tech Stack

Languages & Core

Python JavaScript TypeScript SQL

AI / ML / Data

PyTorch TensorFlow Scikit Learn Pandas NumPy MLflow

Backend & APIs

FastAPI Flask Django PostgreSQL

Apps, Deployment & Tooling

Streamlit Gradio Docker Kubernetes Git


Featured Projects

🧠 TEAnimo

End-to-end TEA screening platform with React frontend + FastAPI backend + PostgreSQL.

🩸 Asistente de Tamizaje de Leucemia (B-ALL)

Computer vision pipeline with MLflow tracking and Streamlit app.

🔬 Clasificación de Cáncer Bucal

Deep learning classification app for oral cancer screening support.

🔬 Predicción OSCC

Histopathological image classification with FastAPI + Streamlit.

🧩 Fusión de Embeddings para Predicción de Autismo

Multimodal MRI pipeline with PyTorch, FastAPI, and Streamlit.

🫁 PneumoVision-AI

Pneumonia screening assistant with TensorFlow + Gradio.


GitHub Stats

Ernesto's GitHub stats Top Langs


Let's Connect


Open to collaborations in AI Engineering, Data Science, and Healthcare AI.

Pinned Loading

  1. app-prediccion-autismo app-prediccion-autismo Public

    Sistema de detección temprana de rasgos del espectro autista en niños mediante Machine Learning (Flask + Streamlit).

    Jupyter Notebook

  2. app-prediccion-oscc app-prediccion-oscc Public

    Deep learning platform for oral cancer detection via histopathological images.

    Jupyter Notebook 2

  3. app_prediccion_autismo_fusion_embeddings app_prediccion_autismo_fusion_embeddings Public

    Aplicación Streamlit para la predicción temprana de rasgos del espectro autista mediante fusión temprana de embeddings (EfficientNetB0) extraídos de Resonancias Magnéticas 3D divididas en tres vist…

    Jupyter Notebook 2

  4. clasificacion-cancer-bucal clasificacion-cancer-bucal Public

    Pipeline de clasificación de cáncer bucal con PyTorch: CNN Scratch, EfficientNetB0 y MobileNetV2 con Transfer Learning y Fine-Tuning. Incluye EDA, preprocesamiento, data augmentation, entrenamiento…

    Jupyter Notebook 2

  5. dentalvision-eda dentalvision-eda Public

    🦷 Interactive EDA dashboard for dental image classification — Streamlit app deployable on Hugging Face Spaces via Docker

    Jupyter Notebook

  6. PneumoVision-AI PneumoVision-AI Public

    An AI-powered clinical dashboard for early pneumonia detection from chest X-rays, built with TensorFlow, Keras, and Gradio.

    Python