How to create Azure Speech AI Service with Terraform

Are you looking to use the power of Azure Speech Services in your applications but want a faster, more automated way to get it set up? Enter Terraform—a powerful tool for Infrastructure as Code (IaC). By automating the deployment of Azure Speech Services, you can reduce manual errors, increase consistency, and easily manage changes in […]
Kubernetes in Production: Top 10 actions you should take

Containers and Kubernetes as technology is dominating the job market. In order to get a higher-paying Job, one should be familiar with Kubernetes from DevOps, while working in IT. To be production-ready, Kubernetes must meet a number of requirements. It must also meet organizational requirements for logging and monitoring, be secure, scalable, highly available, and […]
ReplicaSet in Kubernetes: An Overview

In the world of container orchestration, Kubernetes has emerged as a powerful platform for managing and deploying containerized applications at scale. One of the key components of Kubernetes is the ReplicaSet, which provides functionality for scaling and ensuring high availability of application pods. In this Blog we will cover: What is ReplicaSet? Key features and […]
AWS MLA-C01 Labs & Guide 2025 | K21 Academy

This blog is your ultimate guide to achieving success in the AWS Certified Machine Learning Engineer – Associate [MLA-C01] certification. Follow our Step-by-Step Activity Guides to gain practical, in-demand machine learning skills, improve your CV, and confidently tackle job interviews. Our hands-on labs are carefully designed to help you not only master machine learning on […]
Develop & Manage Generative AI Applications on AWS with Bedrock and LangChain

Generative AI is revolutionizing how developers create solutions. It enables the generation of text, images, and even code using machine learning models. With AWS, building and managing generative AI applications becomes accessible through services like Amazon Bedrock and frameworks such as LangChain. These tools offer seamless integration with Large Language Models (LLMs), making it easier […]
Certified Kubernetes Administrator (CKA) Certification: Complete Exam Guide for 2025
Kubernetes is very popular in the world of containerization, and many IT professionals aim to get certified in it because it opens up many job opportunities. The Certified Kubernetes Administrator (CKA) certification is one of the top choices for those looking to prove their Kubernetes skills. In this blog, I am going to cover: What […]