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ingermanr/README.md

Hi there, I'm Germán 👋

Data Scientist & Industrial Engineer

Transforming data into actionable insights for bussines operations

LinkedIn Kaggle Email


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

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

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

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

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

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

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

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

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


Current Focus

currently_working_on = [
    "🔬 Advanced ML models for industrial optimization",
    "📊 MLOps pipelines and automation",
    "🎯 Real-time analytics dashboards",
    "🌱 Contributing to open-source data science projects"
]

Certifications & Education:

  • 🎓 ML Specialization - Universidad EAN (2025)
  • 📈 Applied Statistics - Universidad Católica de Manizales (2023)
  • 🏆 Lean Six Sigma Black Belt - Universidad EAFIT (2020)
  • 🔧 Industrial Engineering - Universidad Nacional de Colombia

GitHub Stats

GitHub Stats

Top Languages


Let's Connect

💼 Open to collaborations on industrial data science projects and process optimization
📫 Reach me at: ingenierogerman@outlook.com
🌍 Based in: Medellín, Colombia

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


💙 Gracias por visitar mi perfil 💙

Wave

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