Machine Learning

What is Kubeflow, and How to Deploy It in an Enterprise Data Stack?

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What is Kubeflow?

Kubeflow is a machine learning platform built on Kubernetes that streamlines the development, training, and deployment of AI models at scale. It provides an end-to-end workflow system that helps data scientists and ML engineers manage the entire machine learning lifecycle - from experimentation to production deployment. For example, a pharmaceutical company using Kubeflow can automate their drug discovery process by deploying multiple parallel ML pipelines that analyze molecular structures, predict drug interactions, and optimize candidate selection, reducing the time to identify promising compounds from years to months while maintaining consistent quality and reproducibility across their global research teams.

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Use cases for Kubeflow

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Why is Kubeflow better on Shakudo?

Kubeflow's machine learning workflows and pipelines integrate seamlessly into Shakudo's operating system, eliminating complex container orchestration and infrastructure setup. The platform automatically handles dependencies, networking, and security configurations, allowing immediate deployment of ML workflows.

Teams can leverage Kubeflow's powerful capabilities for distributed training and model serving without wrestling with Kubernetes complexities. Shakudo's infrastructure automation enables instant access to Jupyter notebooks, pipeline orchestration, and model tracking - all unified under single sign-on with inherited access controls and shared data sources.

What typically requires months of DevOps work to set up Kubeflow's components now takes minutes with Shakudo's pre-configured environment, letting data scientists focus purely on ML development while infrastructure scales automatically.

Why is Kubeflow better on Shakudo?

Core Shakudo Features

Secure infrastructure

Deploy Shakudo easily on your VPC, on-premise, or on our managed infrastructure, and use the best data and AI tools the next day.
integrate

Integrate with everything

Empower your team with seamless integration to the most popular data & AI framework and tools they want to use.

Streamlined Workflow

Automate your DevOps completely with Shakudo, so that you can focus on building and launching solutions.

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Neal Gilmore
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