Polyaxon v1.10: New filtering capabilities
The search and filtering experience was improved with suggestions, multi-run actions, browser persistence, and many more enhancements.
Product
All blog articles
Practical guides to building, running, and improving ML and AI in production.
All articles
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Polyaxon v1.10: Multi-section and multi-layout dashboards
The new dashboarding capabilities allows users to define advanced dashboards and visualizations widgets.
Product
How to use kubectl run
Use kubectl run to create quick pods for testing images, commands, ports, and dry-run manifests in a Kubernetes cluster.
KubernetesGuides
Polyaxon v1.9: Serving models in-cluster guides, UI managed connections, Improved Tensorboard services, Improved upload command
Today, we are pleased to announce the v1.9 release of our MLOps platform, a stable version that brings several new guides for serving machine learning REST APIs on Kubernetes, running Tensorboard in sync mode, new upload command improvements, new copy mode capabilities, and a UI based connections management.
ProductAnnouncements
Polyaxon v1.9: UI managed connections
Organization owners and managers can now add, update, and delete connections directly from the UI.
Product
Polyaxon v1.9: Pending logic
Polyaxon compiler has a uniform logic to deal with pending runs.
Product
Polyaxon v1.9: Improved run and project overview pages
The run and project overview pages were improved to display basic stats and progress information.
Product
Polyaxon v1.9: Converting params to cli args
With Polyaxon v1.9, users can easily turn their params to a CLI arguments using a single flag.
Product
Polyaxon v1.8: Graph View, New Rendering Capabilities, Customizable Notifiers & Tuners, UI actions
Today, we are pleased to announce the v1.8 release of our MLOps platform, a stable version that brings several new rendering and UI features and scheduling enhancements.
ProductAnnouncements
Polyaxon v1.8: Tensorboard and custom actions from the UI
Polyaxon v1.8 introduces several new UI enhancements including the possibility to start Tensorboard and downstream operations.
Product
Polyaxon v1.8: New Rendering Capabilities
Polyaxon v1.8 comes with several new rendering capabilities.
Product
Polyaxon v1.8: Graph View
Introducing the new graph view in Polyaxon v1.8 release.
Product
Polyaxon v1.8: Customizable Notifiers & Tuners
With the release of Polyaxon v1.8 we are introducing a more customizable interface to schedule notifiers and tuners.
Product
Polyaxon v1.7: Improved Assets Tracking, New Callbacks, Better Documentation with Examples, CSV Download, Better UI for Polyaxon Manifests, Improved Legends, Hover, and Tooltips for Plots, & Compatibility with Kubernetes 1.19
Today, we are pleased to announce the v1.7 release of our MLOps platform, a stable version that brings several new features, enhancements, and fixes. This release does not introduce any breaking changes and is fully compatible with previous releases.
ProductAnnouncements
Polyaxon v1.7: Improved Assets Tracking, New Callbacks, Better Documentation with Examples
Polyaxon v1.7 release introduces several new tracking improvements and improved documentation.
Product
Polyaxon v1.7: CSV Download
Users can now use both Polyaxon UI and Polyaxon CLI to download their runs as a CSV file.
Product
Polyaxon v1.6: Offline Mode for ML Tracking, Timeline, File Initializer, & Operator Concurrent Reconciles
Today, we are pleased to announce the v1.6 release of our MLOps platform, a stable version which brings several new visualization features, scalable operator concurrency enhancements, and fixes.
ProductAnnouncements
What is GitOps?
GitOps is an operating model for cloud-native applications built on the principle that the source of truth for an entire application should be fully managed in a source control system.
MLOps
Model development
Develop a model from a reproducible baseline to a reviewed candidate, with versioned data, comparable evaluations, and a clear handoff to deployment.
MLOps
Polyaxon v1.6: Timeline View
Polyaxon UI has now a timeline view for pipelines, schedules and hyperparametr optimization operations.
Product
Polyaxon v1.6: Offline Mode for ML Tracking, Timeline, File Initializer, & Operator Concurrent Reconciles
Polyaxon v1.6 will introduce a new feature to run experiments locally without the need to have a running Polyaxon server.
Product
Polyaxon v1.6: Manual ML runs managements
Today we introduce a new major enhancement to allow user to manually manage their experiments.
Product
Polyaxon v1.6: File Initializer
Polyaxon v1.6 release introduces a new file initializer.
Product
What is MlOps?
Machine Learning Operations is a set of processes to automate and accelerate the machine learning lifecycle to go from exploration, to experimentation to deploying machine learning model to the production environment.
MLOps