Hi, I'm @CrSamson,
5+ years of software development experience including enterprise AI systems at scale.
Data Challenge · Production
$5.3M simulated profit on out-of-sample backtest
Walk-forward ML for energy market trading.
More projects on GitHub →
Applied AI Engineer based in Montréal. I build production-grade machine learning and generative AI systems in an enterprise context. My background sits at the intersection of industrial engineering and data science, picked up at Polytechnique Montréal and HEC Montréal. Industrial engineering taught me to look at systems end to end: flows, bottlenecks, what creates value. Applied AI is the same lens with sharper tools.
Desjardins
One pipeline reads 13M+ calls (RAG system). One framework scores whether the AI is telling the truth (Statistical process control with Judge LLM).
Desjardins
Shipped 10 robots supporting $30M+ in operations. Developed and deployed Document Intelligence capabilities on robots. Refactored what was breaking, cut incidents by 30%.
LIDD Consultants
Made the database 25% faster. Wired new WMS features from dev to production.
RAG · LangChain · LLMs · Prompt Engineering · OpenAI API · LLM-as-a-Judge
PyTorch · TensorFlow · scikit-learn · XGBoost · LightGBM · pandas · PySpark
Azure ML · Docker · MLflow · CI/CD · Git · PostgreSQL
Python · SQL · R · Java · English · French
M.Sc. in Data Science
HEC Montréal
Winner projects across multiple hackathons
B.Eng. in Industrial Engineering
Polytechnique Montréal
Co-founder, Polytechnique Business Case Center
Whether you're hiring for a team or need an expert for a scoped project, I'm open to both.
Based in Montréal · Bilingual FR/EN · Available for remote and hybrid
