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ingermanr - Overview

Hi there, I'm Germ谩n 馃憢

Data Scientist & Industrial Engineer

Transforming data into actionable insights for bussines operations

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About Me

I'm a data scientist with 10+ years of experience at the intersection of industrial engineering and machine learning. I specialize in building data-driven solutions that deliver measurable business impact in manufacturing and supply chain operations.

What I do:

  • Build predictive models for demand forecasting and process optimization
  • Design and implement MLOps pipelines for real-time analytics
  • Lead digital transformation initiatives using Lean Six Sigma + Data Science
  • Develop interactive dashboards and BI solutions for operational excellence

Recent impact:

impact = {
    'cost_savings': '+$250M COP',
    'forecast_accuracy': '90%',
    'response_time': '5x improvement',
    'inventory_reduction': '25%'
}

Tech Stack

Languages & Core
Python R SQL

ML & Data Science
Scikit-learn TensorFlow Pandas NumPy

BI & Visualization
Power BI Tableau Plotly

DevOps & Tools
Docker Git Azure VS Code

Featured Projects

馃實 Demographic Analysis - Bogot谩

Complete system for demographic analysis and healthcare accessibility with interactive maps.

Tech: Python 路 Pandas 路 Geospatial Analysis
Status: Active (Jun 2025)

馃攳 Fraud Detection System

End-to-end MLOps pipeline for real-time fraud detection with automated monitoring.

Tech: Python 路 ML 路 MLOps 路 Docker
Status: Production (May 2025)

馃搳 ExeDataSc Project

Complete data science workflow from EDA to model deployment and insights.

Tech: Python 路 Jupyter 路 Statistical Analysis
Status: Updated (Apr 2025)

馃帗 ML Specialization

Advanced machine learning notebooks and practices (255MB+ content).

Tech: Jupyter 路 Scikit-learn 路 Deep Learning
Status: Active (Apr 2025)

Current Focus

currently_working_on = [
    "馃敩 Advanced ML models for industrial optimization",
    "馃搳 MLOps pipelines and automation",
    "馃幆 Real-time analytics dashboards",
    "馃尡 Contributing to open-source data science projects"
]

Certifications & Education:

  • 馃帗 ML Specialization - Universidad EAN (2025)
  • 馃搱 Applied Statistics - Universidad Cat贸lica de Manizales (2023)
  • 馃弳 Lean Six Sigma Black Belt - Universidad EAFIT (2020)
  • 馃敡 Industrial Engineering - Universidad Nacional de Colombia

GitHub Stats

GitHub Stats

Top Languages

Let's Connect

馃捈 Open to collaborations on industrial data science projects and process optimization
馃摣 Reach me at: ingenierogerman@outlook.com
馃實 Based in: Medell铆n, Colombia

"In day and night, data is in the path."

馃挋 Gracias por visitar mi perfil 馃挋

Wave