Elina Gilmanova is a software engineer specializing in backend systems, machine learning, and applied AI, with 8+ years of industry experience. She has worked on high-impact ML initiatives across computer vision, cancer detection, and voice assistants, translating research into production-grade systems. Over the past five years at Amazon, she has focused on building ML infrastructure that supports transportation network forecasting models at scale.