I ship privacy-first software and measurable AI systems.

Full-stack software and AI systems, built privacy-first.

I ship small products end-to-end (frontend, backend, cloud) at an affordable scope.
I also build serious AI: predictive modeling, time-series, and LLM evaluation + fine-tuning.

Senior Data Scientist in Montreal, 7+ years in ML, building large-scale pipelines in Python/PySpark/Databricks/Azure ML.

Book a 15-minute call See packages

What I do

Full-stack builds

MVPs, internal tools, small SaaS products, and personal websites. Shipped with clean UX and reliable deployment.

AI systems

Forecasting and predictive modeling, evaluation-first experimentation, and production-grade model delivery.

GenAI / LLMs

LLM evaluation harnesses, fine-tuning (LoRA/QLoRA), domain adaptation, RAG, and safety/guardrails.

How I work

1

Scope

One outcome, one workflow, a tight boundary.

2

Build

Versioned, testable increments end-to-end.

3

Validate

Measurable criteria for AI. Real tasks for product.

4

Ship

Deploy, document, hand over or iterate.

Capabilities

  • Python, SQL, PySpark, Databricks, Azure ML for end-to-end data + modeling pipelines.
  • LLM fine-tuning and domain adaptation, including data synthesis, filtering, ablations, and QLoRA.
  • MLOps: CI/CD, Docker, evaluation harnesses, A/B test design and analysis.
  • Applied statistics: time-series forecasting, Bayesian modeling, Gaussian processes, causal inference.

Packages

Personal Website Sprint

Clean design, 3–6 sections or 3–5 pages, responsive layout, SEO basics, analytics, contact form, deployment. 2–3 weeks. From $900–$2,000 CAD.

Small Build (MVP-Lite)

One core workflow, basic auth, deployment. Good for "small software done right."

LLM Evaluation Sprint

Build an evaluation harness, test set, metrics, and regression gates before shipping any LLM feature.

Forecasting / Predictive Modeling Sprint

Problem framing, features, baselines, model selection, and a reproducible evaluation pipeline.

Privacy-First Engineering Add-On

Data minimization, access boundaries, auditability basics, and retention/deletion flows.

See full pricing and deliverables →

Selected work

OneClickReceipts

Privacy-first receipt software for mental health practices. Product + engineering.

Confidential enterprise work

AI and data systems in regulated / safety-critical contexts. Details available privately.