AWS for Industries

Paddy Raghav

Author: Paddy Raghav

Paddy is a Director of Machine Learning at Kargo, where he is building the company’s machine learning platform from the ground up to enable scalable, production-grade ML systems. He brings over a decade of experience leading and scaling high-impact machine learning teams across multiple domains.

Migrating Enterprise ML Workloads to AWS for large scale ML

Migrating Enterprise ML Workloads to AWS for large scale ML

Machine learning (ML) models operate directly in the critical path of ad delivery, influencing bidding, pricing, and campaign optimization under strict latency, reliability, and correctness requirements. These models are trained frequently on large volumes of historical auction data and produce deterministic artifacts that downstream serving systems rely on for consistent behavior in production. Historically, Kargo, […]