Forward Deployed ML Engineer

Triomics, New York, New York

What you will do

Design and build agentic extraction pipelines that process 500+ page patient charts (clinical notes, pathology reports, imaging reports, genomic panels) and output structured JSON per customer data dictionaries
Own accuracy end-to-end: define evaluation datasets, run precision/recall analysis per variable, identify failure modes, and improve through agent architecture changes, prompt engineering, fine-tuning, or rule-based post-processing
Go deep into the clinical source data – read the actual patient charts, understand how oncologists document, learn why certain data points are ambiguous and use that understanding to improve extraction
Work with the clinical annotation team to build gold-standard datasets and resolve edge cases

Triomics, New York, New York

Design and build agentic extraction pipelines that process 500+ page patient charts (clinical notes, pathology reports, imaging reports, genomic panels) and output structured JSON per customer data dictionaries
Own accuracy end-to-end: define evaluation datasets, run precision/recall analysis per variable, identify failure modes, and improve through agent architecture changes, prompt engineering, fine-tuning, or rule-based post-processing
Go deep into the clinical source data – read the actual patient charts, understand how oncologists document, learn why certain data points are ambiguous and use that understanding to improve extraction
Work with the clinical annotation team to build gold-standard datasets and resolve edge cases