Blog

Polyaxon v1.7: CSV Download

Users can now use both Polyaxon UI and Polyaxon CLI to download their runs as a CSV file.

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.

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.

Model development

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.

Polyaxon v1.6: Timeline View

Polyaxon UI has now a timeline view for pipelines, schedules and hyperparametr optimization operations.

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.

Polyaxon v1.6: Manual ML runs managements

Today we introduce a new major enhancement to allow user to manually manage their experiments.

Polyaxon v1.6: File Initializer

Polyaxon v1.6 release introduces a new file initializer.

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.

How to use kubectl proxy

Learn how kubectl proxy exposes the Kubernetes API locally, when it helps, and what alternatives to use for application access.

Polyaxon v1.5: Events, hooks, & Joins

Today, we are pleased to announce the v1.5 release of our MLOps platform, a stable version which brings several new features and enhancements to performing map-reduce operations on Kubernetes.

Polyaxon v1.5: Compiler Improvements

Polyaxon v1.5 brings several enhancements to the specification and compilation process.

Polyaxon v1.5: Inroducing Events

Today, we are pleased to announce a new feature "Events" available with the v1.5 release.

Polyaxon v1.5: Inroducing Hooks

Today, we are pleased to announce a new feature "Hooks" available with the v1.5 release.

Polyaxon v1.5: Inroducing Joins

Today, we are pleased to announce a new feature "Joins" available with the v1.5 release.

Polyaxon v1.4: Upload, Component Hub, & Model Registry

Today, we are pleased to announce the v1.4 release of our MLOps platform, a stable version which brings several new features and enhancements to our component hub for reusable Kubernetes workload templates and a built-in model registry.

Polyaxon v1.4: Upload, Component Hub, & Model Registry

Today, we are pleased to announce the v1.4 release of our MLOps platform, a stable version which brings several new features and enhancements to our component hub for reusable Kubernetes workload templates and a built-in model registry.

Polyaxon v1.4: Upload, Component Hub, & Model Registry

Today, we are pleased to announce the v1.4 release of our MLOps platform, a stable version which brings several new features and enhancements to our component hub for reusable Kubernetes workload templates and a built-in model registry.

Polyaxon v1.4: CLI Upload, CLI Configurations, default owner/project, CLI for Component Hub & Model Registry

Polyaxon v1.4 release improves Polyaxon CLI with several new features and improvements to upload artifacts, set global configurations, and interact with components and registries.

Polyaxon v1.3: Improved hyperparameter tuning, Lineage, & UX

Today, we are pleased to announce the v1.3 release of our MLOps platform, a stable version which brings several new features and improvements to the managed hyperparameter optimization capabilities on Kubernetes and lineage tracking system.

Polyaxon v1.3: New search and visualization interface

Today, we are pleased to announce the v1.3 release of our MLOps platform with a new search and visualization interface.

Polyaxon v1.3: Improved Run info and metadata

Polyaxon v1.3 release of our MLOps platform introduces new features and improvements to the run info and metadata.

Polyaxon v1.3: Improved cache performance and cache hit detection

Polyaxon v1.3 release introduces a new heuristic to detect cache hits faster.

Polyaxon v1.3: Improved hyperparameter tuning

Polyaxon v1.3 brings several new features and improvements to the managed hyperparameter optimization capabilities, mid-run concurrency updates, new lineage metadata for iterations.