Mikhail Gaerlan

Machine Learning Engineer at Praxis Solutions, Inc

Rosemead, California, United States
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Summary

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Senior
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Top School
Mikhail Gaerlan is a Machine Learning Engineer with eight years of experience building production AI systems for finance, currently developing and deploying the Kapital Artificial Intelligence Analyst (KAIA) at Praxis Solutions. He bridges research and engineering—applying graduate training in applied mathematics, numerical optimization, and computational statistics to design TensorFlow-based deep nets that power a market-neutral fund and automated trading pipelines. His day-to-day work spans LLM prompt engineering and LLMOps, FastAPI service deployment on AWS, and CI/CD automation with GitHub Actions and mlflow, ensuring models move reliably from experiment to production. Prior roles in academia and research exposed him to network science, agent-based modeling, and experimental physics, which inform his data-driven approach to complex systems. He combines hands-on coding (see github.com/mikhailgaerlan) with operational responsibility for live trading and client-tailored AI deployments. Notably, he pairs quantitative rigor with practical MLOps discipline—supervising daily trading execution while iterating on model performance.
code8 years of coding experience
job7 years of employment as a software developer
bookMaster of Science - MS, Applied Mathematics, Master of Science - MS, Applied Mathematics at University of California, Davis
bookHigh School, 4.00, High School, 4.00 at Mississippi School for Mathematics and Science
bookUniversity of the Philippines Diliman
bookBachelor of Science (B.S.), Physics, Mathematics, 3.97, Bachelor of Science (B.S.), Physics, Mathematics, 3.97 at Mississippi State University
languagesFilipino, English, French

Github contributions (5)

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Contributions:21 commits, 15 pushes, 1 branch in 1 day
Contributions:1 push, 1 branch in 1 year 7 months
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Mikhail Gaerlan - Machine Learning Engineer at Praxis Solutions, Inc