Polyaxon v1.12: Runs compare table
A new feature to compare runs.
Product
All blog articles
Practical guides to building, running, and improving ML and AI in production.
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Learn from common Kubernetes attack paths
Turn recurring Kubernetes incident patterns into practical controls for initial access, workload isolation, identity, software supply chains, detection, and response.
KubernetesSecurityIncident Response
Polyaxon v1.11: Improved rendering and faster events loading, new plotting and charts capabilities, improved resizing and caching
Polyaxon v1.11 release of our MLOps platform builds on top of the previous version and brings new features and improvements to the dashboarding experience.
ProductAnnouncements
Polyaxon v1.11: New Logging Interface
Reworked logs UI with new features and several fixes.
Product
Polyaxon v1.11: UI Operation Inspection and Container Shell
Improved inspection and monitoring capabilities and Container Shell debugging in the UI.
Product
Polyaxon v1.11: New dashboards capabilities
Improved rendering and faster events loading, new plotting and charts capabilities, improved resizing and caching.
Product
Effective data science
Effective data science and MLOps involve a number of different practices and approaches that aim to improve the efficiency and effectiveness of data science and machine learning (ML) workflows. These are the core principles and practices that can contribute to effective data science and MLOps.
MLOps
Polyaxon v1.10: New filtering capabilities, Improved CSV download, multi-section and multi-layout dashboards
Polyaxon v1.10 release of our MLOps platform brings several new features and improvements to the search and dashboarding experience.
ProductAnnouncements
Polyaxon v1.10: Queues Quotas
Organization owners can now set resources quotas on their queues to limit operations concurrecy based on CPU/Memory/GPU/TPU/...
Product
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
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