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CrSamson/README.md

Cristian Samson — Applied AI Developer

LinkedIn Email


🚀 What I Ship

I build quick, smart, and scalable AI solutions for businesses looking to level up their operations — from sharpening fundamentals in notebooks, to shipping LLM-powered applications, to end-to-end systems in production.

  • 🧪 Foundational ML & Statistical Modeling — notebook-based work that keeps the core sharp
  • 🤖 Applied LLM Engineering — RAG systems, agents, document AI
  • 🚀 End-to-End AI Systems — production-grade, deployed, monitored

🔭 Currently Building

YouTube Compliance Workflow — an LLMOps pipeline on Azure using a multi-agent architecture to automate content compliance review. Azure · LangChain · multi-agent orchestration · LLMOps tooling

Repo goes public when it's ready.


📚 Now Learning

Developing multi-agent systems on the Azure ecosystem.


🏆 Highlighted Work

🧪 Fundamentals & Notebooks

Clean, well-documented experiments grounded in classical ML and statistical theory.

🤖 LLM & Applied AI

Building with modern language model stacks.

  • PharmaOCR — LLM-powered OCR engine that reads and understands pharmaceutical documents. Python · LangChain · OpenAI
  • brevio-ai — Personalized news digests via LLM summarization and automated email delivery. Python · OpenAI
  • StaffBot (Hackathon) — Candidate-job matching with semantic analysis and multi-criteria scoring. Python · LangChain · ChromaDB

🚀 End-to-End / Production

In progress — see Currently Building above.


🛠️ Tech Stack

Languages & Data Python R Java PostgreSQL Pandas

ML & AI scikit-learn PyTorch OpenAI Claude Azure OpenAI LangChain LlamaIndex ChromaDB

Cloud & DevOps Azure Docker

Automation & Low-Code Power Apps Power Automate Blue Prism n8n


🎓 Education

HEC Montréal — M.Sc. in Machine Learning Polytechnique Montréal — B.Eng. in Industrial Engineering & Applied Mathematics


LinkedIn Email

Open to opportunities.

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