Blog

Polyaxon v1.12: Runs compare table

A new feature to compare runs.

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.

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.

Polyaxon v1.11: New Logging Interface

Reworked logs UI with new features and several fixes.

Polyaxon v1.11: UI Operation Inspection and Container Shell

Improved inspection and monitoring capabilities and Container Shell debugging in the UI.

Polyaxon v1.11: New dashboards capabilities

Improved rendering and faster events loading, new plotting and charts capabilities, improved resizing and caching.

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.

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.

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/...

Polyaxon v1.10: New filtering capabilities

The search and filtering experience was improved with suggestions, multi-run actions, browser persistence, and many more enhancements.

Polyaxon v1.10: Multi-section and multi-layout dashboards

The new dashboarding capabilities allows users to define advanced dashboards and visualizations widgets.

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.

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.

Polyaxon v1.9: UI managed connections

Organization owners and managers can now add, update, and delete connections directly from the UI.

Polyaxon v1.9: Pending logic

Polyaxon compiler has a uniform logic to deal with pending runs.

Polyaxon v1.9: Improved run and project overview pages

The run and project overview pages were improved to display basic stats and progress information.

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.

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.

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.

Polyaxon v1.8: New Rendering Capabilities

Polyaxon v1.8 comes with several new rendering capabilities.

Polyaxon v1.8: Graph View

Introducing the new graph view in Polyaxon v1.8 release.

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.

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.

Polyaxon v1.7: Improved Assets Tracking, New Callbacks, Better Documentation with Examples

Polyaxon v1.7 release introduces several new tracking improvements and improved documentation.