AI Systems Leadership
ML Research
Building Rigorous AI — From Research to Production
Data Science leader and ML researcher specializing in probabilistic graphical models, causal inference, and production LLM systems. 12+ years from statistical foundations to frontier AI engineering.
neural_pipeline.py
Causal Inference
Expertise
Where I Build & Lead
LLM & GenAI Systems
Production pipelines on AWS Bedrock, multi-agent orchestration
Causal Inference
ATE estimation, counterfactual simulation, causal graph extraction
Fraud & Risk Analytics
Real-time detection systems, anomaly modeling
ML Governance & MLOps
Model lifecycle, drift detection, regulatory frameworks
Bayesian & Probabilistic ML
Structure learning, BIC scoring, real-time inference engines
Get In Touch
Let's Connect
Available for leadership roles, research collaborations, and speaking engagements.
I write about LLM systems, causal inference, and AI leadership. Hit subscribe if that's your thing.