Martin Judge
@martinjudge
Innovative Data Scientist with 10+ years of experience.
What I'm looking for
As a Senior Data Scientist with over a decade of experience, I have honed my skills at industry leaders like Google and American Express, as well as in high-growth startups. My expertise lies in Natural Language Processing (NLP), Large Language Models (LLMs), and AI-driven automation, where I have a proven track record of developing scalable, production-ready machine learning solutions. I excel at transforming complex data into actionable insights that drive business success.
In my current role at Abridge, I designed and implemented domain-specific NLP models that have significantly enhanced medical documentation processes. By collaborating with clinicians and product managers, I developed AI-driven solutions that not only improved patient care but also ensured compliance with data protection regulations. My experience includes fine-tuning LLMs and building interactive dashboards that provide real-time tracking of key performance indicators, facilitating informed decision-making at the executive level.
Previously, at Moveworks, I developed advanced Natural Language Understanding (NLU) models and optimized deep learning systems that improved enterprise knowledge discovery and reduced operational costs. My contributions to the Transformer architecture at Google have influenced state-of-the-art NLP benchmarks, showcasing my commitment to innovation and excellence in data science.
Experience
Work history, roles, and key accomplishments
Senior Data Scientist
Abridge
Apr 2021 - Present (4 years 1 month)
Designed and implemented NLP models for automated medical transcription, enhancing patient care and operational efficiency. Collaborated with clinicians to automate documentation while ensuring data privacy. Developed data preprocessing workflows and fine-tuned LLMs for improved summary accuracy. Engineered dashboards for KPI tracking and built robust data pipelines for clinical data integration.
Senior Data Scientist
Moveworks
Sep 2018 - Mar 2021 (2 years 6 months)
Developed advanced NLU models for employee support requests, integrating with systems like ServiceNow and Microsoft Teams. Designed semantic search systems, optimized deep learning models, and implemented monitoring dashboards for LLM performance. Orchestrated A/B testing frameworks to enhance model deployment efficiency.
Machine Learning Data Analyst
American Express
Jul 2014 - May 2018 (3 years 10 months)
Developed CNN-based models for application volume forecasting, reducing marketing waste and increasing approval rates. Optimized forecasting with XGBoost, automated data pipelines, and improved decision-making through feature engineering.
Data Scientist – Machine Learning Research
Jul 2014 - Aug 2018 (4 years 1 month)
Contributed to the development of the Transformer architecture, optimizing efficiency and scalability. Conducted hyperparameter tuning and collaborated with teams to apply models to Google Search and Translate, improving query relevance and language understanding.
Education
Degrees, certifications, and relevant coursework
The University of Georgia
Master of Science, Statistics
2014 -
The University of Georgia
Bachelor of Science, Mathematics
2011 -
The University of Georgia
Bachelor of Science, Statistics
2011 -
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Social media
Job categories
Skills
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