Taking ML to production: Cloud MLOps for speed and efficiency | Joshua Fox | SREday London 2025 Q1

SREday London 2025 Q1 - March 27-28 2025 upcoming SREday CFPs: https://www.papercall.io/events?cfps-scope=&keywords=sreday Get a ticket for the next conference: https://www.sreday.com Chapters 00:00 Introduction to Machine Learning Operations 01:16 Common Challenges in Scaling ML Models 02:34 Introduction to Cloud Solutions 04:50 Overview of Cloud Training Services 07:13 Detailed Breakdown of ML Workflow 11:53 Development and Training Best Practices 14:12 Prediction and Hyperparameter Optimization 20:35 Avoiding Common Pitfalls in ML Ops 23:08 Q&A Session