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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

Model development

Streamlining the machine Learning lifecycle

Streamlining the machine Learning lifecycle
productmlops

MLOps core principles

MLOps core principles
mlops

What is MlOps?

What is MlOps?
mlops
More posts tagged with "mlops"

Tired of managing your own servers?

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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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