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

2 roles

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

Privacy-Preserving ML

2 roles

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

AI Adoption & Transformation

3 roles

Helping organizations go from AI ambition to measurable production impact.

Agentic AI & LLM Applications

3 roles

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

Classical ML

3 roles

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

Data Engineering & Modeling

2 roles

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

Software Architecture

3 roles

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

Operations Research

1 role

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