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jdpinedaj/README.md

Hello 👋

I'm Juan Pineda-Jaramillo, PhD
Data Scientist · LLM Engineer · AI Agents Builder

I design and deploy production-grade AI systems, with a strong focus on LLMs, agentic architectures, RAG, and neuro-symbolic pipelines.

  • PhD in Applied Machine Learning
  • LLM engineering: prompt design, structured outputs, tool use, evaluations
  • Agentic systems: multi-agent orchestration, autonomous dev loops, tool-using agents
  • RAG & retrieval: embeddings, hybrid search, vector stores (pgvector, Elasticsearch)
  • End-to-end ML & GenAI pipelines - from research to production (MLOps for AI)
  • Critical thinker, problem solver, lifelong learner 🧠
  • Videogames enthusiast 🎮

Industries: Mobility, Pharma, Finance, Aviation, Mining, Retail
Current focus: LLM systems, agentic tooling, RAG at scale, MLOps for AI

Get in touch

  • 📄 Detailed CV: here

Languages & Tools

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  1. PRM_Medellin PRM_Medellin Public

    A Gradient Boosting Decision Tree model to identify the determinants in the travel behaviour of the pedestrians with reduced mobility in Medellín

    Jupyter Notebook 1

  2. SALVA SALVA Public

    Final Project Traffic accident analysis for Medellin during DS4A Colombia

    Python

  3. SentimentMountEtna SentimentMountEtna Public

    SentimentMountEtna

    Jupyter Notebook 1

  4. CFLDelays CFLDelays Public

    CFLDelays

    Jupyter Notebook

  5. insta_bot insta_bot Public

    Python

  6. pedestrian_deaths_Med pedestrian_deaths_Med Public

    Modelling pedestrian deaths in Medellín

    Jupyter Notebook