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Product
  • Overview

    Clients, tools, and core libraries

  • Features

    Clients, tools, and core libraries


  • Tracking

    Automatically track key model metrics, hyperparams, visualizations, artifacts and resources, and version control code and data

  • Orchestration

    Maximize the usage of your cluster by scheduling jobs and experiments via our CLI, dashboard, SDKs, or REST API

  • Optimization

    Use our optimization algorithms to effectively run parallel experiments and find the best model

  • Insights

    Visualize, search, and compare experiment results, hyperparams, training data and source code versions, so you can quickly analyze what worked and what didn’t

  • Model Management

    Consistently develop, validate, deliver, and monitor models to create a competitive advantage

  • Artifacts Lineage

    Version datasets and artifacts and track provenance

  • Collaboration

    Instead of ad-hoc scripts, collaborate with the rest of your team and enable knowledge distribution practices in your organization

  • Management

    Reflect your organization's structure and manage permissions and quotas for your resources and cluster access

  • Compliance

    Reproduce results and meet regulatory compliance without any added work

  • Scale

    Agents for scaling your operations over multiple clusters and namespaces, with built-in logic for managing connections, queues, priority, and concurrency

Why Polyaxon?
Open source
  • Polyaxon

    Machine learning management & orchestration Platform

  • MLOperator

    Machine learning operator & controller for Kubernetes

  • TraceML

    Engine for ML/Data tracking, visualization, dashboards, and model UI for Polyaxon

  • HyperTune

    A library for performing hyperparameter optimization

  • Helm Charts

    For creating reproducible and maintainable deployments of Polyaxon with Kubernetes

  • Haupt

    Lineage metadata API, artifacts streams, sandbox, ML-API, and spaces for Polyaxon

  • CLI

    Polyaxon Core Client & CLI

  • SDKs

    Low level clients & language interfaces

Pricing
  • Pricing

    Simple, transparent, and flexible pricing that grows with your need


  • Community Edition

    Running on top of Polyaxon's open-source tools, Polyaxon Community Edition is our free version with all core features to get you started

  • Hybrid Cloud

    Fully Managed Control Plane with 1-click deployment, orchestration, logging, backups, upgrades and security. All workload, code, data, artifacts, and models stay on your clusters

  • Enterprise Edition

    On premise Enterprise Edition Control Plane with all features, upgrades, security, monitoring, compliance, scale, and premium support

Integrations
  • Overview

    All your favourite apps and tools, integrated with Polyaxon


  • Operators

    Integrations with Kubernetes Operators

  • Services

    Run your favorite services, apps, and dashboards to drive insights and share knowledge

  • Tracking & Visualizations

    Track important information about your experiments and drive insights

  • Containers

    Build containers with Polyaxon for your ML workload

  • Artifacts

    Use the artifacts store of your choice to manage logs, events, and outputs

  • Git Providers

    Use any git provider in your jobs and experiments

  • Container Registries

    Use any conatiner provider to manage your docker images

  • Data Stores

    Use cloud storage such as S3, GCS, Azure Blob Storage, volumes, NFS

  • Notifications & Alerting

    Monitor and send alerts and notifications

  • Extend your setup

    Customize your setup to fit your use-case

  • Automation

    Integration with CI/CD workflow systems

  • SSO

    Deploy with Single Sign On

Docs
  • Docs

    Clients, tools, and core libraries


  • Core

    Specification and core libraries

  • Experimentation

    Specification and core libraries

  • Automation

    Tools for processing, training, tracking, versioning, plotting, and dashboarding


  • Management

    Tools to manage your organization, teams, collaborators, agents, projects, runs, components, and models


  • Organizations

    Manage your organizations, agents, teams, and members

  • Projects

    Organize your efforts to solve a specific problem

  • Runs

    A powerful tool with visualization capabilities, collaboration features, and extendable interface

  • Component Hub

    A product for managing versioned and reusable components

  • Model Management

    A product for locking and promoting runs to model versions

  • Artifacts Versioning

    A product for locking and promoting runs to artifact versions


  • Setup

    Setup & installation guides


  • Agent Setup

    Install Polyaxon Agent to schedule workload on your Kubernetes clusters

  • Platform Setup

    Install Polyaxon Platform on Kubernetes

  • Connections Configuration

    Configure Connections to allow your jobs and services to access secrets, registries, data stores, and protected APIs

  • Deployment Strategies

    Common strategies and best practices to deploy Polyaxon

Resources
  • Overview

    Product roadmap, release highlights, tutorials, and guides


  • Intro & Guides

    Introduction and tutorials to get started with Polyaxon

  • FAQ

    Help center and frequently asked questions

  • Release Notes

    Release notes and highlights

  • Short Term Roadmap

    High-level visibility into the short-term direction of the product

  • Versioning

    Versioning and release cycle

  • Migrations

    Migrating guides

  • Slack Channel

    Get support, learn, and share with thousands of data-scientists & ML engineers.

  • Github Discussions

    Q&A and other community resources

  • Contributing

    Guide to contribute to Polyaxon's open-source tools

  • Blogs

    Guides, announcements, highlights

Frequently Asked QuestionsUsers

Is Polyaxon useful only for teams? »

The target audience of Polyaxon, are individuals or teams looking for more organized and rigorous workflow.

FAQ topics

all-faqapibillingclicontainerscontributiondashboarddeploymententerpriseenvironmentexperimentationframeworksgpukubeadmkuberneteslibrariesloggingmodelplatformpolyaxonprivacyrunschedulingservingusers

Tired of managing your own servers?

Use Polyaxon Cloud, our managed Control Plane, and spend your time on the things that matter.

Got an issue or a feature request?

You can use our issue tracker to report bugs, issues, and create feature requests.

Looking for help or advice?

Join our community channel and ask for help.

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  • Offering

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