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Building an Amazon Nova AI Chatbot Using Bedrock

2025-10-31T14:49:08+00:00

If you ever want to build your own AI chatbot on Amazon, this guide will show you how. You’ll create a working, serverless chatbot powered by Amazon Bedrock Nova, one of the easiest ways to try foundation models on Amazon. The setup is simple, fully managed, and does not require hosting your own model or dealing with complex infrastructure. We’ll use Amazon Bedrock, AWS’s service for running and managing foundation models. It gives you easy API access to large language models without worrying about scaling, infrastructure, or maintenance. The Nova family is Amazon’s own set of models available in Bedrock. [...]

Building an Amazon Nova AI Chatbot Using Bedrock2025-10-31T14:49:08+00:00

Terraform vs AWS CloudFormation: Which Is Better for Building Serverless Applications?

2025-10-29T11:49:26+00:00

Serverless applications feel effortless — until you try to scale. You might start with a single AWS Lambda function. Soon, you add API Gateway endpoints, DynamoDB tables, S3 triggers, SNS notifications, and maybe Step Functions to orchestrate your workflow. Before long, your AWS console looks like a maze, and manual management becomes nearly impossible. Serverless doesn’t mean there are no servers. It means you don’t manage them. AWS handles provisioning, scaling, and maintenance while you focus on writing functions and defining triggers. However, as the number of functions and integrations grows, human error and configuration drift become real risks. Serverless [...]

Terraform vs AWS CloudFormation: Which Is Better for Building Serverless Applications?2025-10-29T11:49:26+00:00

Data Preprocessing Guide for Beginners in ML

2025-10-22T06:09:23+00:00

Before machine learning (ML) models can generate predictions or insights, the raw data must first be cleaned, organized, and transformed into a suitable format for the model. This process is known as data preprocessing. It is the foundation of every successful ML project. It ensures that the model learns from high-quality, consistent, and well-structured input rather than noisy, incomplete, or biased information. In this hands-on guide, we’ll walk through how to transform a raw Kindle eBook dataset from Kaggle into machine learning-ready data using Google Colab, a free cloud-based environment that allows you to write and execute Python code directly [...]

Data Preprocessing Guide for Beginners in ML2025-10-22T06:09:23+00:00

AWS Certified Generative AI Developer Professional Study Path

2025-10-21T07:43:53+00:00

AWS has just unveiled the newest AWS Certified Generative AI Developer – Professional certification. This important credential is for developers and AI professionals who want to advance their careers by building, deploying, and improving high-quality generative AI applications on AWS. This certification confirms your skills in using foundation models and integrating generative AI into practical business solutions. This certification highlights a developer’s ability to effectively integrate foundation models, retrieval-augmented generation (RAG) architectures, and vector databases into production-ready AI solutions. While the complete exam guide has not yet been released, AWS has shared key insights through its official certification page and [...]

AWS Certified Generative AI Developer Professional Study Path2025-10-21T07:43:53+00:00

Rise of Microservices in Modern Apps: From One Block to Many

2025-10-21T15:23:19+00:00

Have you ever thought about the pain of fixing just one small piece of a massive software system without accidentally breaking everything else? Honestly, most of the time, that is almost impossible. That challenge led to the rise of microservices in modern apps. It marked a shift from old monolithic architectures to smaller and independent services. This represents a significant architectural change. Developers moved away from huge, rigid monolithic setups and embraced smaller, independent systems. For a long time, developers built apps as a single block of code. This structure is known as monolithic architecture. It was fine when systems were [...]

Rise of Microservices in Modern Apps: From One Block to Many2025-10-21T15:23:19+00:00

Everything I learned using AWS and Terraform

2025-10-03T13:22:32+00:00

In this article, I will walk you through what I have learned while developing a system in AWS using Terraform. For context, I created this project as a requirement for my previous internship. I will provide the GitHub repository for the requirements, architecture, and execution steps. This project implements a highly scalable and available web application adhering to the best practices regarding availability, scalability, and reliability. I have developed this project for nearly four weeks, enhancing my skills in Cloud, Infrastructure as code, and engineering altogether, and here are some of the lessons I have learned and applied during the [...]

Everything I learned using AWS and Terraform2025-10-03T13:22:32+00:00

Prevent EC2 Downtime: Setting Up Status Check Alarms to Auto-Reboot an Amazon EC2 Instance

2025-10-05T00:49:10+00:00

When you’re running a production website on an EC2 instance, the last thing you want is for it to unexpectedly go down while you’re focused on other tasks. Without the right monitoring in place, you might not even realize your site has been offline for a while, and repeated downtimes like this are unacceptable for any production application. If you’ve faced this issue before or just want to be prepared so it doesn’t happen to you, then you’re in the right place. In this article, I’ll show you a simple way to automate recovery with CloudWatch so your site stays [...]

Prevent EC2 Downtime: Setting Up Status Check Alarms to Auto-Reboot an Amazon EC2 Instance2025-10-05T00:49:10+00:00

Mastering Cloud-Based Semantic Search: Advanced Cloud Search Architectures Made Easy

2025-10-28T18:05:37+00:00

In today's AI-driven world, finding information based on meaning and context rather than exact keywords has become crucial. Good thing we now have vector search, enabling semantic search, personalized recommendations, image similarity, and more. However, building and managing vector search infrastructure can be complex. Fortunately, AWS offers zero-infrastructure managed services that let you implement powerful vector search capabilities without worrying about servers, scaling, or maintenance. Let's walk through creating a simple yet effective vector search demo using AWS services within the Free Tier so you can follow along without incurring costs. What is Vector Search? Vector search is a groundbreaking [...]

Mastering Cloud-Based Semantic Search: Advanced Cloud Search Architectures Made Easy2025-10-28T18:05:37+00:00

Prevent Unforeseen Azure Costs: Setting Up Automated Slack Alerts for Your Subscription

2025-10-01T08:48:15+00:00

Cloud computing gives companies access to cutting-edge services, flexibility, and scalability. Effective cost management, however, is one of the main challenges to cloud adoption. Despite Azure's robust offerings, businesses risk unexpectedly high costs if they don't have active monitoring. Image generated by Gemini This is where cost monitoring and automated notifications come into play. By proactively tracking cloud expenses and sending cost summaries to communication platforms like Slack, teams can take immediate action, enforce budgets, and maintain financial governance. In this article, we’ll walk through building a cost notifier system that fetches Azure subscription costs, breaks them down by service, and [...]

Prevent Unforeseen Azure Costs: Setting Up Automated Slack Alerts for Your Subscription2025-10-01T08:48:15+00:00

Migrating to AWS Cloud Infrastructure

2025-10-30T08:17:39+00:00

Have you ever considered where all your company’s files and apps are being stored? Traditionally, they are stored inside physical servers or computers in data centers. In these setups, rooms are full of servers needing power, air conditioning, and regular maintenance. Although this works, the cost and time involved can become a hassle. Because of this, many businesses are migrating to AWS, where resources are easier to manage, more secure, and much more flexible. Getting started with the cloud can feel unfamiliar, especially if you’re used to traditional systems. In this guide, we will therefore walk through simple hands-on activities [...]

Migrating to AWS Cloud Infrastructure2025-10-30T08:17:39+00:00

AWS, Azure, and GCP Certifications are consistently among the top-paying IT certifications in the world, considering that most companies have now shifted to the cloud. Upskill and earn over $150,000 per year with an AWS, Azure, or GCP certification!

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