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High-Performing ≠ Massive: The Rise and Progression of Small Language Models (SLMs)

2025-10-11T06:42:32+00:00

Have you ever needed to find a new charger for your device, only to discover that its voltage wasn’t compatible, causing it not to work or even risking damage? Without checking the actual needs of your device, you’ve probably thought that you could go with what the seller recommends as the “highest-quality” rather than your device’s fitting needs. With the current utilization of AI for businesses, bigger doesn’t always mean better. Large Language Models (LLMs) like GPT, Gemini, Claude, etc. have been in the spotlight for their high-performing power for computational tasks and content generation capabilities. But let’s be honest, [...]

High-Performing ≠ Massive: The Rise and Progression of Small Language Models (SLMs)2025-10-11T06:42:32+00:00

Data Preprocessing Guide for Beginners in ML

2025-10-10T07:06:08+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 ML2025-10-10T07:06:08+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

2025-09-26T10:14:10+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 Easy2025-09-26T10:14:10+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

2025-09-27T09:10:08+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 Infrastructure2025-09-27T09:10:08+00:00

Build a Simple Mood Journal App with Electron.js

2025-09-25T13:08:37+00:00

As someone who has been interested in mini desktop applications, I decided to build my own mood journal app to track my daily thoughts and reflections. What better way to learn Electron than by creating something practical? In this tutorial, I will guide you through the process of building a clean, simple mood journal that runs on Windows, macOS, and Linux. Electron is a fantastic framework that allows you to build desktop applications using web technologies like HTML, CSS, and JavaScript. It works by packaging Chromium and Node.js together, enabling you to create cross-platform apps from a single codebase. This [...]

Build a Simple Mood Journal App with Electron.js2025-09-25T13:08:37+00:00

AWS Bedrock’s Intelligent Prompt Routing: Smarter AI for Everyone

2025-09-29T08:40:37+00:00

When we interact with AI models, we often expect them to instantly understand our intent and give the right answer. But the truth is, not every model is designed for every type of task. Some are fast but shallow, others are detailed but resource-heavy. Here’s a question I always hear from both students and professionals, "How do you make sure AI gives the best answer for what you need?" That is where Prompt Routing comes in. Prompt Routing is the practice of directing your request to the right AI model based on what you actually need. It works like assigning [...]

AWS Bedrock’s Intelligent Prompt Routing: Smarter AI for Everyone2025-09-29T08:40:37+00:00

AWS AI League: Empowering Developers for Change

2025-09-14T12:20:03+00:00

Have you ever wondered if the power of AI could be harnessed not just by tech giants, but by everyday developers and communities to tackle real-world problems like climate change or healthcare access? In a world where AI is often seen as a tool for big business, Amazon Web Services (AWS) is flipping the script with its latest initiative. The AWS AI League is bringing developers together in a collaborative challenge to build AI solutions for pressing societal issues. I'm excited to dive into why this stands out as a fresh approach in the AI landscape—one that emphasizes community-driven innovation [...]

AWS AI League: Empowering Developers for Change2025-09-14T12:20:03+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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