Henzo Alejandro Arrué Muñoz

Henzo Arrué Muñoz - Machine Learning Engineer

Machine Learning Engineer specialized in designing, training and deploying predictive models and production-ready ML systems. Strong experience in Python, data pipelines, model evaluation, and MLOps practices using Linux, Docker and CI/CD automation.

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Core Skills

Python & Data Engineering

End-to-end data pipelines, feature engineering, model training, automation and API development.

Machine Learning & Deep Learning

Supervised and unsupervised learning, model evaluation, hyperparameter tuning and production deployment.

MLOps & Deployment

Dockerized ML services, CI/CD pipelines, model versioning and automated testing with GitHub Actions.

Linux & Systems

Production environments, performance optimization, monitoring and reproducible ML workflows.

APIs & Backend

RESTful APIs for model inference, integration with web services and scalable ML applications.

Mathematics & Statistics

Strong analytical foundation supporting advanced modeling, optimization and data-driven decision making.

Selected Projects

Sales Forecasting System

Sales Forecasting System

Sales Forecast ML is a time-series machine learning project that focuses on forecasting sales while preventing data leakage through proper temporal validation. The codebase provides utilities for feature engineering, model training, temporal cross-validation, evaluation, and interpretation.

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Chronic Patient Segmentation

Patient Segmentation & Anomaly Detection

Unsupervised learning system for chronic patient segmentation and anomaly detection with advanced visualization and clustering analysis.

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Breast Cancer Prediction API

Breast Cancer Prediction API

End-to-end machine learning pipeline for breast cancer risk prediction, deployed as a REST API with Docker and automated CI/CD using GitHub Actions.

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Contact

Open to machine learning roles, collaborations and technical opportunities.

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