Expertise

These are the areas I have built deep, hands-on expertise in over the past 10 years. Each one links to the work I have done, my approach, and related projects and writing.

Responsible AI, Trust & Governance

Building AI systems that are fair, transparent, and accountable from day one.

2 roles·View details →

Privacy-Preserving ML

Federated learning, differential privacy, and adversarial robustness for enterprise data.

2 roles·View details →

AI Adoption & Transformation

Helping organizations go from AI ambition to measurable production impact.

3 roles·View details →

Agentic AI & LLM Applications

Designing and building autonomous AI workflows with human-in-the-loop oversight.

3 roles·View details →

Classical ML

Classification, regression, time series forecasting, computer vision, and predictive maintenance.

3 roles·View details →

Data Engineering & Modeling

ETL pipelines, data modeling, and cloud data infrastructure at scale.

2 roles·View details →

Software Architecture

Designing production systems from ML platforms to full-stack applications.

3 roles·View details →

Operations Research

Mathematical optimization, vehicle routing, scheduling, and supply chain modeling.

1 role·View details →