About Me
Data scientist with an M.S. from CU Boulder and 20+ years of operational leadership in high-stakes environments — from combat deployments to the U.S. Embassy in Baghdad.
Career Timeline
- Developed a BERT fusion architecture for predicting Rotten Tomatoes critic scores from screenplay text
- Built CNN and transfer learning pipelines for histopathologic cancer detection (84.8% accuracy)
- Trained CycleGAN and DCGAN models for Monet-style artistic transfer (Kaggle Rank 20)
- Created an end-to-end Falcon 9 landing prediction pipeline with interactive Plotly Dash dashboard
- Designed and built the Prop Trading Dashboard — a full desktop analytics app with TypeScript, React, and SQLite
- Coordinated security logistics for diplomatic convoys and VIP movements
- Managed real-time threat intelligence reporting and risk mitigation
- Led teams across multiple nationalities and agency partnerships
- Developed operational planning frameworks used across the mission
- Led infantry squads through combat deployments in Iraq and Afghanistan
- Planned and executed tactical operations with zero tolerance for failure
- Trained and mentored junior soldiers in leadership, discipline, and technical skills
- Developed expertise in operational planning, risk assessment, and team coordination
Education
How I Work
Rigorous Validation
Two decades in zero-failure environments taught me that assumptions kill. I validate at every stage — from data quality checks to cross-validated model evaluation.
Clear Communication
The best model is useless if stakeholders can't act on it. I translate complex results into clear, actionable recommendations — a skill refined by years of briefing decision-makers under pressure.
Structured Planning
Every project starts with a plan. I break complex problems into phases, define success criteria upfront, and build in checkpoints. This approach comes directly from military operational planning.
End-to-End Ownership
I don't hand off problems. From data collection to model deployment to stakeholder presentation, I own the full pipeline. That accountability mindset is non-negotiable.
Open to data science roles, collaborations, and consulting opportunities.
Get in Touch