AWS MLA-C01 Labs & Guide 2025 | K21 Academy

AWS Certified Machine Learning Engineer - Associate

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 on AWS

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

CKA Featured Image

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 […]

Kubernetes ConfigMaps and Secrets: Guide to Create and Update

Configmaps and secrets

In the world of containerization and orchestration, Kubernetes has become the go-to platform for managing and scaling applications. To achieve robust and flexible deployments, Kubernetes provides two essential resources: Kubernetes ConfigMaps and Secrets. Configuration files are meant to be separated from the application even though it is not mandatory. All the sensitive information regarding your […]

Kubernetes Service Discovery

Microservices and containers are the foundation of modern cloud-native applications. In these environments, microservices need to communicate with each other dynamically without manual configuration. This is where service discovery comes into play. In this blog, we’ll explore service discovery and how it functions in Kubernetes. We will discuss the following topics: What is Service Discovery? […]

End-to-End CI/CD Pipeline Setup for Kubernetes with CircleCI: A Beginner’s Guide

In today’s fast-paced development environments, where efficiency is key, Continuous Integration and Continuous Deployment (CI/CD) have become the backbone of modern software delivery. As a result, Kubernetes, a leading container orchestration platform, has emerged as a powerful tool for deploying and managing containerized applications at scale. At the same time, CircleCI, a popular CI/CD platform, […]