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Integrating Machine Learning Workloads with Kubernetes

Cloud Native Chennai - Jun 2024 Meetup #

As machine learning continues to revolutionize various industries, the need for robust and scalable infrastructure to support these workloads becomes critical. Kubernetes has emerged as a powerful solution for deploying, scaling, and managing machine learning models in production. This talk will delve into the intricacies of integrating machine learning workflows with Kubernetes. We will explore how Kubernetes can streamline the deployment process, enhance scalability, and provide a resilient environment for machine learning tasks. Key topics will include setting up a Kubernetes cluster for ML, leveraging tools like Kubeflow for workflow orchestration, managing resources efficiently, and best practices for monitoring and maintaining ML applications in a Kubernetes ecosystem.

https://community.cncf.io/events/details/cncf-chennai-presents-cloud-native-chennai-jun-2024-meetup/