Major libraries supported
Polyaxon runs with all popular deep learning frameworks and machine learning libraries, enabling you to quickly push ideas to production.
Deploy Polyaxon on-premise or on your favorite cloud provider.
Whether you're a solo researcher or an enterprise developing business-critical products, Polyaxon gives you the simplest path to quickly enable faster innovation, and develop reproducible and scalable machine learning models.
For Data Scientists
- Painless experimentation process with minimal infrastructure work.
- Unlimited choices of tools and frameworks.
- One place to build, validate, deliver, and monitor models.
- Full ownership of model development and deployment.
For Team Leads
- Faster iteration and research life cycle.
- Risk management and knowledge distribution.
- More visibility.
- Better insights.
- More collaboration.
- Deploy once and scale when needed.
- Better control over cost and resources.
- Stronger auditing.
- Stronger governance.
- Stronger security.
- Improve your return on investment.
- Get better insights on model development
- Measure your time to market.
- Enable faster innovation.
- Reduce operational and regulatory risk.
- Optimize your resources' usage.
- Enable knowledge distribution.
Polyaxon scales with your operations.
Automatically track key model metrics, hyperparams, visualizations, artifacts and resources, and version control code and data.
Maximize the usage of your cluster by scheduling jobs and experiments via our CLI, dashboard, SDKs, or REST API.
Use our optimization algorithms to effectively run parallel experiments and find the best model.
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.
Instead of ad-hoc scripts, collaborate with the rest of your team and enable knowledge distribution practices in your organization.
Reflect your organization's structure and manage permissions and quotas for your resources and cluster access.
Reproduce results and meet regulatory compliance without any added work.
Scale your resources as needed, and run jobs and experiments on any platform (AWS, Microsoft Azure, Google Cloud Platform, and on-premises hardware).
Scalable and infrastructure agnostic tracking and management solution running on containers to version control your jobs and experiments.
An optimization engine for automating your model tuning and a workflow engine for scheduling and managing complex dependencies between your operations.
A registry for storing and versioning your components, with RBAC, security, analytics, and governance.
A registry for storing and versioning your models agnostic to the serving technology.
A registry for storing and versioning your artifacts.
Tools to manage your organization, teams, collaborators, agents, projects, and runs.
Agents for scaling your operations over multiple clusters and namespaces, with built-in logic for managing connections, queues, priority, and concurrency.
All your favourite apps and tools, integrated with Polyaxon. Browse all integrations