Installing and configuring Kubeflow on Symcloud Platform
By Sricharan Mahavadi
Associate Director, Enterprise Solutions Architect Rakuten Symphony
November 16, 2023
I’m sure many of you have heard or are familiar with the term DevOps – a development and operations paradigm that integrates everything from planning to coding, deployment and operation. Next to DevOps there is MLOps, which takes the previous paradigm a significant step forward.
With MLOps, you can create a machine learning (ML) solution that uses field data to self-train and iterate, enabling organizations to maximize reliability and efficiency while requiring less manual labor or fewer experts.
Through MLOps, data scientists can focus on testing and validating data with a performance model that tunes the solution in the frameworks of performance, accuracy, availability or any metric that is valuable to improvements.
Below outlines the general considerations to keep in mind when choosing the right cloud-native platform to host Kubeflow and a walkthrough of steps involved in installing upstream Kubeflow and configuration with the cloud-native persistent storage and networking stack.
What is Kubeflow?
Kubeflow is an open-source ML platform that runs natively on Kubernetes. The Kubeflow project has multiple distinct software components that each address specific stages of the ML lifecycle, including model development, model training, model serving, and the automated ML and CI/CD of models and data ecosystem. Kubeflow is ideal for data scientists who want to build and experiment with ML pipelines. It is also for ML engineers and operational teams who want to deploy ML systems in various environments for model development, testing and production-level serving using CI/CD automations.
Why MLOPs on Symcloud?
Symcloud Platform provides a supercharged Kubernetes platform with native integration between cloud-native storage, cloud-native networking stack and also includes an application management system with full automation management of both clusters and applications. Symcloud Platform has the built-in capability to create managed application snapshots that enable cloning, backup and migration of applications between on-prem and cloud or between data centers within an enterprise.
Symcloud Platform fully automates the end-to-end cluster provisioning process for the most challenging platform deployments for several applications, including Kubeflow, and even custom application configurations.
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