Explore the challenges and solutions for cloud-native machine learning systems in this 26-minute conference talk from KubeCon + CloudNativeCon Europe 2021. Delve into the unique aspects of ML systems, including reproducibility, feature engineering, and explainability. Learn how to navigate pitfalls in interactive development, production monitoring, and DevOps practices for maturing cloud-native ML systems. Gain insights from industry experiences to address issues like GDPR compliance, high-velocity data science, and delivery challenges. Discover practical strategies for building robust, scalable ML infrastructures on Kubernetes, preparing you for day-two operations and beyond.