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SantiagoBP95/README.md

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⚽ My Player Card

My GitFut card — GitHub stats as a World Cup 26 player card

👋 About Me

AI Consultant and Data Scientist from Bogotá, Colombia, with a strong mathematical foundation and hands-on experience taking ML solutions from exploration to production.

  • 💼 AI Consultant @ Nextant — delivering AI projects for Microsoft.
  • 🧪 Previously Data Science / ML Intern @ Hitss Colombia (Claro Empresas) — MLOps with MLflow, Databricks/PySpark on Azure.
  • 🎓 B.Sc. Applied Mathematics & Computer Science, minor in AI — Universidad del Rosario.
  • 🌏 COLFUTURO Scholar — starting an M.Sc. in Australia (2027).

🏆 Highlights   Nextant COLFUTURO

🎓 Certifications   AI-900 IELTS

🌍 Languages   Spanish English

🚀 Featured Projects

Project Description
⚽ WC-Oracle-26 FIFA World Cup 2026 AI prediction platform: Elo/Dixon-Coles, XGBoost, PyTorch NN & Bayesian models feeding a 10k-run Monte Carlo over the official bracket. FastAPI + React, live result sync, dynamic RBAC.
🎯 CROWD_DETECTION Real-time crowd detection with fine-tuned YOLOv11: heatmaps, per-frame metrics, Gradio UI. With U. Rosario & Verytel SAS.
📈 Crypto-Backtester Python backtester for Binance data — mean reversion & momentum strategies.
🔌 EV Charging Network Graph model of Bogotá's EV network: ACO vs. Dijkstra routing, centralities, critical structures.
🎰 roulette-strategies Honest-math roulette simulator PWA — ▶ live demo
🔥 Forest-Fire-Predictor Wildfire prediction for Bogotá: neural networks + K-Means/PCA on emergency & climate data.

📚 Learning & Research

ML DL CV NLP Stats

🧠 Tech Stack

AI / ML

AI/ML icons

MLOps & Cloud

MLOps icons

Data & Analytics

Data icons

Automation

🏙️ Contribution Skyline

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🤝 Open to collaborations in AI · MLOps · Graph Algorithms · Quantitative Finance · Computer Vision — feel free to reach out!

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  1. CROWD_DETECTION CROWD_DETECTION Public

    Modular application for running YOLO-based crowd detection in real-time

    Python 1

  2. AI-Machine-Learning AI-Machine-Learning Public

    Classical machine learning projects: regression, classification, clustering and dimensionality reduction.

    Jupyter Notebook

  3. Graph-Theory Graph-Theory Public

    Projects and algorithms related to Graph Theory, including graph representations, shortest paths, network flows, and applications in optimization. Designed for educational and research purposes.

    Jupyter Notebook

  4. Statistics-Projects Statistics-Projects Public

    A collection of statistics projects covering topics such as descriptive analysis, probability distributions, hypothesis testing, regression models, and data visualization.

    Jupyter Notebook

  5. Crypto-Backtester Crypto-Backtester Public

    Lightweight Python backtester for Binance data — mean reversion and momentum strategies.

    HTML

  6. CARLYGP/Reconstruccion3D CARLYGP/Reconstruccion3D Public

    Python