Constantly, creatively curious.
AI • GenAI • NLP • RAG • Analytics • Machine Learning • Education • Entertainment • Healthcare • Finance • Tech
Bridging Human Insight and Intelligent Systems
This curiosity drives my work in machine learning, GenAI, RAG systems, NLP, and intelligent analytics — building systems that bridge human insight and artificial intelligence.
Across nearly four decades of work spanning education, entertainment, healthcare, finance, technology, analytics, and communication, one theme has remained constant: a fascination with how people learn, communicate, decide, and adapt.
These days, that same curiosity shows up in code — in the machine learning models, GenAI applications, and retrieval-augmented systems I build to make sense of how people actually behave.
I like owning the whole path — from messy raw data, to a working model, to explaining clearly why it matters to someone who has to make a call based on it.
At its core, that’s the work: applied AI and intelligent systems design, built with as much care for the people using it as for the model behind it
From interdisciplinary experience to intelligent systems design.
Built to enable decisions, not just insights.
Every project here started as a real problem, not a proof of concept. I like taking it the whole way — from raw data, to machine learning and retrieval-augmented systems, to a decision someone can actually trust.
Predictive Analytics • Executive BI • RAG • MLOps
A self-directed enterprise AI platform moving from raw data to a decision an executive can act on — built, deployed, and live.
Whisper • Real-Time Audio • ML Scoring • MLflow
Real-time pronunciation coaching across seven languages, scored phoneme by phoneme — not a generic transcription toy.
Churn • Segmentation • Cohort Analysis • Explainable AI
Churn prediction, segmentation, and cohort analysis built once and proven across five industries — one framework, not five one-off scripts.