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AWS Has Replaced Its Free Tier — Here's How the New Credit-Based System Works (2025 Guide)

If you've been learning AWS with the old Free Tier, you might've missed the quiet but critical shift: Amazon Web Services officially replaced its 12-month Free Tier with a new credit-based model as of early 2025. This isn't just a tweak — it's a strategic overhaul. The goal? Reduce abuse, improve monetization, and better align free access with real-world learning needs. But don't panic. The new system still offers generous access — if you know how to use it . In this guide, we'll break down: How the new AWS Free and Paid plans differ Who qualifies for signup credits Which plan to choose based on your goals Pro tips to avoid unexpected charges Whether you're studying for the AWS Certified Cloud Practitioner , building a personal project, or evaluating AWS for your team — this is essential reading. 🔍 The Two New Paths: Free Plan vs Paid Plan AWS now offers two distinct tiers for new users. Understanding the difference is crucial to avoiding ...
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AI Tech Stack Explained: From Foundation Models to Real-World Apps (2025 Guide)

Introduction If you’re starting your journey in Artificial Intelligence , understanding the AI technology stack is crucial. From foundation models like GPT and Llama to real-world applications like ChatGPT and AI copilots, this guide breaks down the entire ecosystem so you can see how everything connects. The AI Stack – Layer by Layer 1. Foundation Models At the base are large-scale models like OpenAI’s GPT , Meta’s Llama , and Anthropic’s Claude . These models are trained on massive datasets and power most modern AI applications. 2. Inference & Platforms Once models exist, they need to be deployed efficiently. Platforms like AWS Bedrock , Google Vertex AI , and Hugging Face handle model serving , fine-tuning , and scaling . 3. Frameworks Frameworks like PyTorch , TensorFlow , and LangChain give developers the tools to build AI workflows and applications. 4. Tools & Integrations Libraries like Scikit-learn , Pandas , and Weights & Biases help with ML experiments....

AZ-900 Azure Fundmentals Practice Questions

AZ-900 Azure Fundamentals Practice Questions (with Answers) Which Azure service is designed for hosting web applications? A) Azure Virtual Network B) Azure App Service C) Azure Blob Storage D) Azure SQL Database Answer: B) Azure App Service What type of cloud service is Azure Functions classified as? A) IaaS B) SaaS C) PaaS D) DRaaS Answer: C) PaaS How does Azure ensure high availability for its services? A) Single data center B) Manual backups C) Availability zones D) Limited scalability Answer: C) Availability zones What is a key benefit of moving to cloud computing? A) Increased capital expenditure B) Scalability C) Manual updates D) Limited access Answer: B) Scalability What is the main purpose of Azure Resource Manager? A) To manage subscriptions B) To deploy resources using templates C) To monitor billing D) T...

Create Azure Virtual Network Gateway with Basic SKU Using PowerShell

Why Do You Need a Virtual Network Gateway? A Virtual Network Gateway is essential for establishing secure connectivity between your on-premises network and Azure Virtual Network (VNet). It acts as the VPN endpoint in Azure, encrypting traffic using IPsec/IKE tunnels. Without it, you cannot create a secure VPN tunnel to Azure. Why Use the Basic SKU? Cost-Effective:  The Basic SKU is the most affordable option, making it ideal for test, dev, or non-production environments. Quick Deployment:  Unlike higher SKUs that can take 30–45 minutes, the Basic SKU typically deploys in only  7–10 minutes . Sufficient for Small Workloads:  Supports basic VPN connectivity without advanced features like BGP or high throughput. Note:  The Basic SKU is no longer available in the Azure Portal UI, but you can still deploy it using PowerShell or Azure CLI. PowerShell Script to Deploy Basic SKU VPN Gateway Here’s how to create a Virtual Network Gateway with Basic SKU in an existing VNe...

🎮 AI-Powered Tic Tac Toe Game

Tic Tac Toe Game 🎮 AI-Powered Tic Tac Toe Game This interactive Tic Tac Toe game was created using artificial intelligence ! It features a modern design, score tracking, smooth animations, and responsive gameplay that works on all devices. 🚀 Go ahead and play with it! Try different strategies, see how the animations work when you win, and test the score tracking across multiple games. 💭 Found something interesting or different? Notice any unique features compared to traditional Tic Tac Toe games? I'd love to hear your feedback in the comments below! Share your thoughts on the AI-generated design, gameplay experience, or any suggestions for improvements. 🏆 Tic Tac Toe Game # 1 ...

PowerShell Script to Clone and Rename Azure Route Table

Azure route tables are essential for managing traffic flow in virtual networks. However, once created, their names cannot be changed directly. This blog post provides a PowerShell-based workaround to clone an existing route table and assign it a new name. 🚫 Why You Can't Rename Azure Route Tables Azure resource names are immutable. If you need a route table with a different name, you must create a new one and copy the routes manually or via script. ✅ PowerShell Script to Clone and Rename # Variables $resourceGroup = "YourResourceGroupName" $oldRouteTableName = "OldRouteTableName" $newRouteTableName = "NewRouteTableName" $location = "YourAzureRegion" # e.g., "East US" # Get the old route table $oldRouteTable = Get-AzRouteTable -Name $oldRouteTableName -ResourceGroupName $resourceGroup # Create a new route table $newRouteTable = New-AzRouteTable -Name $newRouteTableName -ResourceGroupName $resourceGroup -Location $location # Copy...

The Beginner's Guide to Understand AI in 2025

Artificial Intelligence (AI) is reshaping the world at an unprecedented pace. In 2025, AI is not just a buzzword—it's a core technology that impacts everything from business and health to how we work, shop, and communicate. If you’re new to AI, this guide is for you. Here’s a simple, structured introduction to what AI is, how it works, and how you can make sense of its impact on our daily lives. What Is Artificial Intelligence? AI refers to machines or computer systems that mimic human intelligence. This includes learning from data, understanding language, recognizing images, making decisions, and even generating creative content. Think of AI as the “brains” powering smart assistants like Siri, recommending videos on YouTube, or detecting fraud in your online banking. Types of AI Narrow AI: Performs specific tasks (e.g., voice assistants, image recognition). This is what most AI in 2025 is. General AI: Theoretical machines with human-like cognition across any task. We’re not ther...

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