Blake Martin
@blakemartin
Senior AI/ML engineer specializing in Generative AI, LLMs, and MLOps.
What I'm looking for
I am a Senior Python AI/ML Engineer with over a decade building production-grade machine learning systems and six-plus years focused on Generative AI, LLMs, and RAG. I turn large-scale structured and unstructured data into reliable, measurable business value across healthcare, fintech, and edtech.
At Tempus I led development of LLM-powered clinical decision support systems, building Hugging Face transformer pipelines and RAG solutions that improved clinical concept accuracy and reduced hallucinations. I designed FastAPI microservices for sub-second inference and automated LLMOps pipelines to compress deployment cycles from weeks to hours.
At Plaid I developed transaction classification and risk models, large-scale PySpark feature pipelines, and low-latency inference services, improving accuracy and reducing latency and compute costs. Earlier roles included recommendation and NLP systems that boosted engagement and completion rates through well-engineered feature pipelines and retraining workflows.
I prioritize scalable, observable MLOps/LLMOps, efficient cloud-native deployments (AWS, GCP, Azure), and cross-functional collaboration with clinicians, product, and platform teams to align models with real-world workflows and regulatory needs.
Experience
Work history, roles, and key accomplishments
Lead AI Engineer
Tempus
Oct 2023 - Oct 2025 (2 years)
Led development of LLM-powered clinical decision support systems processing millions of EHR records and physician notes, improving clinical concept accuracy ~22% and reducing hallucinations ~35% via RAG and embeddings.
Senior Machine Learning Engineer
Plaid
Jan 2021 - Jun 2023 (2 years 5 months)
Built ML-driven transaction classification and financial risk models for millions of daily transactions, improving accuracy ~20% and reducing p95 API latency ~30% through optimized FastAPI inference services and feature pipelines.
Machine Learning Engineer
Guild Education
Sep 2017 - May 2020 (2 years 8 months)
Built AI-driven learning recommendation systems serving tens of thousands of learners, increasing course completion rates ~15% and implementing automated retraining and deployment workflows to cut manual maintenance ~40%.
AI Engineer
Moescape AI
Sep 2013 - May 2016 (2 years 8 months)
Developed ML and NLP systems, recommendation and similarity engines, and Elasticsearch-based search for a creative content platform, improving engagement ~25% and delivering real-time inference services.
Education
Degrees, certifications, and relevant coursework
Texas State University
Bachelor of Science, Computer Science
2008 - 2012
Completed a Bachelor of Science in Computer Science with coursework in algorithms, software engineering, and systems programming.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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