Summary
Steven Fines is a Principal ML Architect based in San Diego with over 15 years of hands-on software experience and three decades in the industry, currently leading the design of an enterprise Generative AI platform at Cotality. He architects and implements production ML systems using Scala, Python, TensorFlow/TFX, Kubeflow Pipelines and Google Cloud, with a focus on applying LLMs to both structured and unstructured residential property data. His background blends senior software and systems design roles across fintech, transportation, healthcare and cybersecurity, giving him deep experience in large-scale data processing, integration and operationalization. Steven pairs technical leadership with practical delivery—having led cross-functional and distributed teams, driven POCs, and transitioned models into resilient pipelines. He holds an MS in Data Science and brings a rare combination of long-term architectural perspective and current, hands-on ML platform engineering.
15 years of coding experience
19 years of employment as a software developer
Finance, Finance at Avila College
Masters of Science Data Science, Masters of Science Data Science at Elmhurst University
University of Kansas
BBA Finance, BBA Finance at National University
University of Central Missouri