Caleb Heinzman
Production ML that ships and scales.
Healthcare, fintech, and autonomy. Research-minded. Product-driven.
ML Systems
Computer Vision
NLP
Generative Models
Retrieval
Weakly Supervised Learning
Autonomy
Data Platforms
MLOps
Team Leadership
Healthcare AI
Fintech
Production Systems
Research
ML Systems
Computer Vision
NLP
Generative Models
Retrieval
Weakly Supervised Learning
Autonomy
Data Platforms
MLOps
Team Leadership
Healthcare AI
Fintech
Production Systems
Research
ML Systems
Computer Vision
NLP
Generative Models
Retrieval
Weakly Supervised Learning
Autonomy
Data Platforms
MLOps
Team Leadership
Healthcare AI
Fintech
Production Systems
Research
Featured Work
Production systems that bridge research and real-world impact across healthcare, fintech, and autonomy domains.
Core Principles
Measurable Impact
Focus on outcomes that drive real business value and user success.
Safety & Ethics
Responsible AI development with careful consideration of societal impact.
Production Ready
Systems built for reliability, scalability, and maintainability at scale.