Integrations - components

Get started and understand the fundamental concepts of Polyaxon

Quick Start

Learn how to schedule your first experiment

Iterative Process

Learn how to iterate on ML projects

Passing Params

Learn how to pass values to experiments

Scaling Operations

Learn how to to scale the experimentation process

Querying Metadata & Artifacts

Learn how to query information about runs

Tensorboard

Learn how to visualize experiments using Tensorboards

Automation

Learn how to automate the ML lifecycle

Serving Models

Learn how to train and deploy an ML model

Container Builds

Learn how to build containers

Features & Architecture

Learn about the powerful features built directly into the platform

Concepts

Learn about the core concepts of the platform

References

Overview

Clients, tools, and core libraries

Core Tools

Tools for authoring and validating Polyaxonfiles, interacting with the platform, and querying information

Experimentation Tools

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

Automation Tools

Tools for automation using DAGs, hyperparameter tuning, parallel executions, builds, schedules, actions, hooks, and events

Management Tools

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

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

Setup

Overview

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

Auxiliaries Configuration

Configure the default containers injected by Polyaxon

Deployment Strategies

Common strategies and best practices to deploy Polyaxon

CLI installation

Polyaxon CLI installation

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

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AzureML

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