What are the skills required for AI, ML, and Gen AI roles?

Artificial Intelligence (AI), Machine Learning (ML), and Generative AI (Gen AI) are revolutionising industries—and that’s not just hype. Consider this: between January and April 2025, AI-related job postings more than doubled, skyrocketing from 66,000 to nearly 139,000 as businesses rush to scale generative AI capabilities and retool their data infrastructure Aura Blog. At the same […]
Machine Learning Life Cycle Explained: From Business Goals to Model Monitoring

Machine learning (ML) has become an essential component of modern technology, powering everything from recommendation systems to autonomous vehicles. However, the success of a machine learning project heavily relies on a well-defined process known as the Machine Learning Life Cycle. This cycle is a structured approach that guides data scientists and machine learning engineers from […]
Vi Editor: Essential Commands for Linux Users

The VI editor is a well-known and powerful text editor used in Linux and Unix systems. Although it may seem intimidating at first, with some basic commands, you can use it effectively to edit files. In this blog, we’ll walk you through essential VI commands to help you become comfortable with this editor. Let’s dive […]
Etcd Backup And Restore In Kubernetes: Step By Step Guide

Kubernetes (K8s) relies heavily on etcd, a distributed key-value store that serves as the backing store for all cluster data. From managing cluster states to handling configurations, etcd plays a crucial role in ensuring the stability of the Kubernetes cluster. Ensuring that you can backup and restore etcd is essential for cluster recovery and disaster […]
How Does Kubernetes Work With Docker?

Do you suffer from Impostor Syndrome when you come across the words Docker and Kubernetes on a Saturday night get-to-together or at a workplace?! Well, it definitely is no rocket science. Before I start anything, it is never an Either/Or question. Docker is like an aeroplane and Kubernetes is like an airport. You wouldn’t ask “Which […]
Pod Security Standards (PSS): All You Need to Know

Among administrators and developers, Kubernetes is the most popular platform. Containerization has made it easier than ever to quickly create and deploy Kubernetes application environments. When it comes to container adoption, however, security is the most prominent cause of worry. To enhance Kubernetes security, you must regulate and limit the number of pods that may […]