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.
KubernetesGuides
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Practical guides to building, running, and improving ML and AI in production.
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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.
ProductAnnouncements
Polyaxon v1.5: Compiler Improvements
Polyaxon v1.5 brings several enhancements to the specification and compilation process.
Product
Polyaxon v1.5: Inroducing Events
Today, we are pleased to announce a new feature "Events" available with the v1.5 release.
Product
Polyaxon v1.5: Inroducing Hooks
Today, we are pleased to announce a new feature "Hooks" available with the v1.5 release.
Product
Polyaxon v1.5: Inroducing Joins
Today, we are pleased to announce a new feature "Joins" available with the v1.5 release.
Product
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.
ProductAnnouncements
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.
Product
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.
Product
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.
Product
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.
ProductAnnouncements
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.
Product
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.
Product
Polyaxon v1.3: Improved cache performance and cache hit detection
Polyaxon v1.3 release introduces a new heuristic to detect cache hits faster.
Product
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.
Product
How to use kubectl scale
Use kubectl scale to change replica counts safely, understand conditional scaling, and avoid accidental production impact.
KubernetesGuides
Protect EKS workloads from instance metadata risk
Prevent compromised Amazon EKS Pods from inheriting node credentials by using workload identity, restricting EC2 instance metadata, and detecting access attempts.
AWSEKSSecurity
Train and deploy machine learning applications to Kubernetes using Streamlit and Polyaxon
A step-by-step guide to train, analyze, and deploy a containerized Streamlit machine learning application on Kubernetes using Polyaxon.
Guides
Polyaxon v1.1.8: Eager mode, CSV Results, & improved UI
Today, we are pleased to announce the v1.1.8 release, a stable version which brings several new features, enhancements, and fixes. This release does not introduce any breaking changes and is fully compatible with previous releases (> v1.0.9).
ProductAnnouncements
MLOps core principles
These are the core principles and practices organizations can use to improve the efficiency and effectiveness of their data science and ML workflows.
MLOps
How to fix exit code 137 in Kubernetes
Diagnose exit code 137 in Kubernetes: distinguish OOM kills from other SIGKILL terminations, then address memory, workload, or shutdown problems.
KubernetesGuides
Reproducible & Portable Machine Learning packages
As we are testing release candidates for the upcoming PolyaxonV1.1. Several users have been asking about the new Polyaxonfile changes and…
Product
Polyaxon’s new user experience
Today, we are pleased to announce the v1.0.8 release of our MLOps platform, a stable version which brings significant improvements to Polyaxon’s user experience.
Announcements
How to use kubectl describe
Use kubectl describe to inspect Kubernetes resources, events, labels, pod state, and failure details without guessing from status alone.
KubernetesGuides