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dosorio79/README.md

Hello and welcome 👋

Daniel Osório — Data Scientist building decision-focused AI systems

I build AI systems that connect models to real-world decisions — and explore how they can be turned into useful tools.

Selected projects, write-ups, and demos live there — this GitHub hosts the implementation.


👁️‍🗨️ What I build

  • 📊 Decision-focused data science (pricing, uplift modeling, marketing systems)
  • 🤖 GenAI applications (RAG pipelines, agentic workflows, local-first setups)
  • 🧠 NLP for customer feedback and operational insights
  • 🚀 End-to-end AI systems (APIs, deployment, evaluation, monitoring)

🚧 Selected work

  • 🤖 uLearn — Agentic micro-learning platform
    Explores how AI systems can become structured, usable learning tools with validation and telemetry

  • 🧩 RAG pipelines with local LLMs
    Practical exploration of retrieval systems using FastAPI, ChromaDB, and Ollama

  • 🧠 AI coding & agent systems
    MCP tools, coding agents, and collaborative coding workflows

  • 👁️ CompVis — industrial safety face recognition
    Repo: https://github.com/kolapally/computer_vision
    Demo: https://compvis.streamlit.app/

More context and walkthroughs in the portfolio.


🌱 Current focus

  • Agentic AI systems (practical > hype)
  • LLMOps and local model deployment
  • Evaluation of AI systems (RAG, decision impact)
  • Data products with measurable business value

💬 Ask me about

GenAI systems, RAG pipelines, experimentation, pricing analytics — or actomyosin cytoskeletons and CRISPR.


📫 Reach me


Background

I started in academic cell biology, studying the actomyosin cytoskeleton.
That experience shaped how I approach systems today: hypothesis-driven, experimental, and grounded in real mechanisms.

I now apply the same mindset to data science and AI — building systems that are not only accurate, but useful, testable, and deployable.


Core stack

Python · FastAPI · Docker · Vector DBs · RAG · Local LLMs · Polars · scikit-learn


⚡ Fun fact: My first PC had 40 MB storage and 1 MB RAM — constraints were the original teacher.

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