Kubeflow is a machine learning (ML) toolkit that is dedicated to making deployments of ML workflows on Kubernetes simple, portable, and scalable. A pipeline is a description of an ML workflow, including all of the components in the workflow and how they combine in the form of a graph. The pipeline includes the definition of the inputs (parameters) required to run the pipeline and the inputs and outputs of each component. A pipeline component is a self-contained set of user code, packaged as a Docker image, that performs one step in the pipeline. For example, a component can be responsible for data preprocessing, data transformation, model training, and so on.

Features

  • Kubeflow pipelines are reusable end-to-end ML workflows built using the Kubeflow Pipelines SDK
  • End to end orchestration enabling and simplifying the orchestration of end to end machine learning pipelines
  • Easy experimentation making it easy for you to try numerous ideas and techniques, and manage your various trials/experiments.
  • Easy re-use enabling you to re-use components and pipelines to quickly cobble together end to end solutions, without having to re-build each time.
  • Documentation available
  • Install Kubeflow Pipelines from choices described in Installation Options for Kubeflow Pipelines
  • Kubeflow Pipelines Slack Channel
  • Kubeflow Pipelines Community Meeting

Project Samples

Kubeflow pipelines Screenshot 1

Project Activity

See All Activity >

Categories

Machine Learning

License

Apache License V2.0

Follow Kubeflow pipelines

Kubeflow pipelines Web Site

Other Useful Business Software
CloudZero: The Cloud Cost Optimization Platform Icon
CloudZero: The Cloud Cost Optimization Platform

CloudZero automates the collection, allocation, and analysis of your infrastructure and AI spend to uncover waste and improve unit economics.

CloudZero is the leader in proactive cloud cost efficiency. We enable engineers to build cost-efficient software without slowing down innovation. CloudZero's next-generation cloud cost optimization platform automates the collection, allocation, and analysis of cloud costs to uncover savings opportunities and improve unit economics. We are the only platform that enables companies to understand 100% of their operational cloud spend and take an engineering-led approach to optimizing that spend. CloudZero is used by industry leaders worldwide, such as Coinbase, Klaviyo, Miro, Nubank, and Rapid7.
Learn More
Rate This Project
Login To Rate This Project

User Reviews

Be the first to post a review of Kubeflow pipelines!

Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

Python

Related Categories

Python Machine Learning Software

Registered

2024-03-07
Report inappropriate content