AI CONSULTANT & DATA SCIENTIST

SPECIALIZING IN BUSINESS AUTOMATION & AI IMPLEMENTATION

Former private equity research analyst turned AI consultant and data scientist. Helps businesses streamline operations by automating tedious processes and identifying the right AI tools for specific challenges. Focus: making work more efficient, reducing manual tasks, and implementing practical AI solutions that actually work.

Based in Montreal, Canada Automation Playbooks AI Implementation Partner Practical ML Solutions

FEATURED PROJECTS

BLOG & FIELD NOTES

Monthly teardown of automation engagements, optimization experiments, and research notebooks. Each entry documents what worked in production and the trade-offs behind tool selection.

Automation Playbooks Jan 2025 • 6 min read

Group-Robust RL for Hospital Operations

Behind the scenes of the GRPO engagement with a healthcare network. I outline the audit template used to capture fairness constraints, how we extended PPO with constraint critics, and the handoff rituals that kept clinicians confident in every recommendation.

  • Reinforcement Learning
  • Healthcare
  • Governance
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Engineering Logs Dec 2024 • 5 min read

Manufacturing-Tolerant Photonic Crystal Optimizers

Notes from building the Bayesian optimization loop that achieved a 67% Q-factor lift while preserving 8% fabrication tolerance. Covers the simulation harness, batching strategy, and how we quantified disorder robustness before taping out hardware.

  • Bayesian Opt
  • Photonics
  • Simulation
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Systems Thinking Nov 2024 • 4 min read

Control Theory for Volatile Supply Chains

A practitioner's walkthrough of applying LQR to the Goodwin oscillator for inventory planning. I detail how we calibrated macroeconomic drivers, stabilized oscillations, and translated the model into an operations dashboard for portfolio companies.

  • Control
  • Supply Chain
  • Simulation
Read article

TECHNICAL EXPERTISE

MACHINE LEARNING & AI

  • PyTorch
  • TensorFlow
  • Scikit-learn
  • Reinforcement Learning
  • Multi-Objective Optimization
  • Physics-Informed Machine Learning
  • Active Learning
  • Automated Feature Engineering
  • Symbolic Regression

DATA ENGINEERING

  • Python
  • SQL
  • Pandas
  • NumPy
  • Data Visualization

CLOUD & DEVOPS

  • Heroku
  • Docker

COMPUTATIONAL PHYSICS

  • FDTD Electromagnetic Simulation
  • Topological Photonics
  • Bayesian Optimization
  • Disorder Modeling
  • Chaotic Systems
  • Nonlinear Dynamics
  • Fractal Analysis
  • Time-Series Analysis
  • Mathematical Modeling
  • Scientific Computing

LET'S CONNECT

Interested in collaborating on business automation or AI implementation projects? Let's discuss how we can work together to streamline your operations and build practical AI solutions.


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