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Vagarh/README.md

👋 Hi, I'm Juan Felipe Arango

Data Scientist | BI Analyst | AI Developer

Machine Learning • Computer Vision • NLP • Healthcare Analytics • BI • Cloud



🧐 About Me

I'm a Data Scientist and Biomedical Engineer with experience applying AI models, automation and advanced analytics in fields like healthcare, scientific research and business intelligence. I blend technical skills with analytical insight to build end-to-end data solutions, from pipelines and predictive models to strategic dashboards and intelligent agents.


🚀 Areas Where I Generate Impact

🤖 Machine Learning & Deep Learning

  • Predictive models, classification and time series
  • Computer Vision (BEiT, UV simulation, embeddings, filters)
  • NLP, LLMs and autonomous agents
  • Experiment optimization and pipeline tuning

📊 Business Intelligence

  • Advanced dashboards in Power BI, Tableau, Looker Studio
  • Semantic models, DAX, SQL
  • Strategic visualization and data storytelling
  • Report automation

🏫 Health, Bioinformatics & Analytics

  • Clinical analytics, cohorts and biomarkers
  • Medical image processing
  • Technical-scientific support for research projects

⚙️ Data Engineering & Cloud

  • ETL with Python, Apps Script and Google Cloud
  • APIs and workflow automation
  • Streamlit, CI/CD and containers

🌟 Tech Stack

💻 Languages

Python • SQL • R • JavaScript

🤖 ML & AI

Scikit-Learn • PyTorch • TensorFlow • BEiT • HuggingFace
LangChain • LlamaIndex • LLM Agents

🤖 Data Engineering

Airflow • Google Cloud Run • REST APIs
Pandas • NumPy

👤 BI & Visualization

Power BI • Tableau • Looker Studio
Plotly • Seaborn • Matplotlib

🛠️ DevOps / Infrastructure

Docker • Git • Streamlit • GCP • AWS (basic)


🌟 Featured Projects


🦅 1. Computer Vision – UV Simulation + BEiT

📋 Recognizing birds by adding a synthetic UV channel and extracting embeddings with BEiT.

🔗 Repo:
https://github.com/Vagarh/Sistema-de-Visi-n-por-Computadora-para-Reconocimiento-de-Aves-y-Simulaci-n-Tetrocrom-tica

Results:

  • Accurate tetrachromatic vision simulation
  • Embeddings → UMAP → species clustering
  • Complete pipeline: cleaning → normalization → feature extraction


🤖 2. AI Agents with LLM Models

📋 Automating processes via autonomous agents.

🔗 Repo:
https://github.com/Vagarh/Agentes-de-IA-con-Modelos-de-LLM

Includes:

  • Conversational agents
  • Text classification
  • Appointment management
  • API integration


🏃 3. Endurance Lab AI – Intelligent Sports Assistant

📋 Agent that generates personalized plans for running, cycling and triathlon.

🔗 Repo:
https://github.com/Vagarh/Endurance-Lab-AI-Desaf-o-de-Evaluaci-n-Autom-tica-Agente-Entrenamiento-Deportivo

Features:

  • Recommendations for load and zones
  • Dynamic adjustments based on fatigue
  • Progress analysis

🥮 4. Image Processing – EAFIT Master's Course

📋 Advanced vision projects and ML.

🔗 Repo:
https://github.com/Vagarh/Procesamiento_Imagenes_curso_eafit_2025

Includes:

  • HOG
  • SVM
  • Clustering
  • Colorimetry
  • Image normalization

📊 5. BI Portfolio – Dashboards & Automation

🎨 Interactive portfolio:
https://studio--datadive-portfolio-d7zco.us-central1.hosted.app/#home

Includes:

  • Analytical dashboards in Power BI, Tableau and Looker
  • Automated ETL with Apps Script + Python
  • Risk models, PQRS, clinical cohorts, etc.

🧐 Github Stats


📧 Connect with Me


✨ Thank you for visiting my profile ✨

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  1. Agentes-de-IA-con-Modelos-de-LLM Agentes-de-IA-con-Modelos-de-LLM Public

    Este repositorio contiene agentes de IA construidos con varios modelos de lenguaje grande (LLM) como GPT y BERT. Los agentes automatizan tareas como gestión de citas y respuestas a consultas. Inclu…

    Jupyter Notebook 2

  2. Endurance-Lab-AI-Desaf-o-de-Evaluaci-n-Autom-tica-Agente-Entrenamiento-Deportivo Endurance-Lab-AI-Desaf-o-de-Evaluaci-n-Autom-tica-Agente-Entrenamiento-Deportivo Public

    Asistente especializado en entrenamiento de resistencia: ciclismo · running · triatlón · natación 📌 Proyecto Final de los cursos: • Procesamiento de Lenguaje Natural • Experiencias en Inteligencia…

    Python

  3. Procesamiento_Imagenes_curso_eafit_2025 Procesamiento_Imagenes_curso_eafit_2025 Public

    Este repositorio agrupa los cinco talleres del curso **SI7004_6621_2561: Visión por Computador** de la Maestría en Ciencias de Datos (Universidad EAFIT). Cada carpeta incluye los notebooks ejecutad…

    Jupyter Notebook

  4. Sistema-de-Visi-n-por-Computadora-para-Reconocimiento-de-Aves-y-Simulaci-n-Tetrocrom-tica Sistema-de-Visi-n-por-Computadora-para-Reconocimiento-de-Aves-y-Simulaci-n-Tetrocrom-tica Public

    Proyecto de Ciencia de Datos que añade un canal ultravioleta sintético a imágenes de plumas para simular visión tetrocromática de aves, extraer embeddings con BEiT y agrupar especies mediante clust…

    Jupyter Notebook