Blog

How to use kubectl scale

Use kubectl scale to change replica counts safely, understand conditional scaling, and avoid accidental production impact.

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.

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.

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).

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.

How to fix exit code 137 in Kubernetes

Exit code 137 usually means the container was killed for memory pressure. Learn how to identify OOM kills and prevent repeat failures.

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…

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.

How to use kubectl describe

Use kubectl describe to inspect Kubernetes resources, events, labels, pod state, and failure details without guessing from status alone.

Streamlining the machine Learning lifecycle

The v1 release delivers some new functionalities and features to streamline the machine learning lifecycle.

Troubleshooting Kubernetes for data-scientists

Troubleshooting machine learning (ML) and deep learning(DL) workload on Kubernetes for data-scientists and machine learning engineers.

Common Git commands for data-scientists

Common Git commands for data-scientists and machine learning engineers

Common Docker terms for data-scientists

Common Docker terms for data-scientists and machine learning engineers

Machine learning workload on Kubernetes

Scheduling and orchestrating machine learning (ML) and deep learning(DL) workload workload on Kubernetes.

Common Git terms for data-scientists

Common Git terms for data-scientists and machine learning engineers

Docker for data-scientists

Basic Docker concepts for data-scientists and machine learning engineers

Kubernetes for data-scientists

Basic concepts of Kubernetes for data-scientists and machine learning engineers to manage machine learning (ML) and deep learning(DL) workload and applications.

Git for data-scientists

Basic Git concepts for data-scientists and machine learning engineers

Polyaxon v0.5

Today, we are pleased to announce the v0.5 release of our MLOps platform, a stable version which brings significant improvements to Polyaxon’s deployment and management experience, model management and Machine Learning (ML) workflows automation.

New versioning, roadmap, resources

Today we are not announcing a new release of our Product, instead we would like to update our users and community about some changes and short-term roadmap of our product.

Polyaxon v0.4.3: stable — Improved dashboard, setup, and documentation

Today, we are pleased to announce the v0.4.3 release of our MLOps platform, a stable version with improved functionalities and documentation.

Close exposed Kubernetes and container surfaces

Reduce Kubernetes attack surface by inventorying public services, protecting management endpoints, isolating workloads, and continuously testing exposure.

Polyaxon v0.4.2: Kubeflow, Horovod, and MPI integrations

Polyaxon now integrates with Kubeflow, Horovod, and MPI natively.

Polyaxon v0.4: Integrations, Machine Learning CI, Better support of external repos, Better support of cloud storages...

Polyaxon v0.4 added integrations, machine learning CI, experiment tracking, cloud storage support, TPU scheduling, and workflow improvements.