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My First Exposure to Machine Learning with PyTorch

2026-06-13T04:24:21+00:00

If you have ever opened a machine learning tutorial and felt like you were reading a math and statistics textbook, you are not alone. I spent months telling myself I would “get into AI eventually”, until I finally arrived at my breakthrough. This is not a textbook breakdown of deep learning theory, but rather a practical journey. This is the honest account of a computer science student learning Machine Learning with PyTorch for the first time and trying to make sense of it all. What Is Machine Learning? Before writing a single line of code, I had to understand what [...]

My First Exposure to Machine Learning with PyTorch2026-06-13T04:24:21+00:00

AWS Data Transfer Terminal

2026-06-12T11:19:19+00:00

Bookmarks Core Features Key Benefits Common Use Cases AWS Data Transfer Terminal Security Notes AWS Data Transfer Terminal Pricing AWS Data Transfer Terminal Cheat Sheet AWS Data Transfer Terminal is a secure, network-ready physical location where customers bring their own storage devices and transfer large datasets to AWS using high-throughput network connectivity. It is currently available for AWS Enterprise customers that need faster ingestion than normal internet uploads or shipping-based workflows.   Core Features Secure physical transfer facility - Data Transfer Terminal offers secure locations for transfer teams to upload data to [...]

AWS Data Transfer Terminal2026-06-12T11:19:19+00:00

AI Coding Assistants Are Changing Junior Developer Learning Habits

2026-06-10T07:35:20+00:00

Human AI workflows are rapidly transforming modern software development. From generating boilerplate code to debugging cloud infrastructure configurations, AI coding assistants are becoming part of the everyday toolkit of developers around the world. For junior developers, this shift is significantly changing how programming is learned. A few years ago, beginner developers spent countless hours searching through Stack Overflow threads, reading documentation line by line, and manually debugging syntax errors. Today, many of those learning barriers are reduced through AI-assisted coding experiences. A developer can now ask an AI assistant to explain Kubernetes networking, generate a Docker Compose configuration, or debug [...]

AI Coding Assistants Are Changing Junior Developer Learning Habits2026-06-10T07:35:20+00:00

Connecting the Pieces: How AWS Services Form Cloud Architectures

2026-06-07T05:47:45+00:00

One of the biggest surprises I encountered while learning AWS was realizing that understanding individual services and understanding cloud architecture are not the same thing. Like many beginners, I started by learning services one at a time. EC2 was a virtual server. S3 was object storage. RDS was a managed database. Load Balancers distributed traffic. Each service had its own purpose, features, and use cases. At first, this approach made sense. Understanding individual services is an important part of building cloud knowledge. In fact, every cloud architecture is built upon these individual components. However, as I continued working through cloud [...]

Connecting the Pieces: How AWS Services Form Cloud Architectures2026-06-07T05:47:45+00:00

How to Deploy a Lovable Site to AWS Lambda Using the AWS Lambda Web Adapter

2026-06-04T00:58:48+00:00

There is a real satisfaction in taking something you built yourself and putting it live on infrastructure you own and control. This guide shows you how to deploy a Lovable site to AWS Lambda using the AWS Lambda Web Adapter, so a page you designed in an afternoon can run on your own AWS account instead of staying inside someone else's platform. Tools like Lovable make the front end easy, and the AWS Lambda Web Adapter is what lets that app run on serverless hosting that costs almost nothing until someone visits. The full path, from idea to a live [...]

How to Deploy a Lovable Site to AWS Lambda Using the AWS Lambda Web Adapter2026-06-04T00:58:48+00:00

AWS Data and AI Journey: Building Agentic AI Systems

2026-05-25T16:14:40+00:00

Stage 5 of the AWS Data and AI Journey: Building Agentic AI Systems Building agentic AI systems is the next frontier for organizations that have already laid the groundwork with a modern data foundation, governed pipelines, and enterprise-wide generative AI. This is where agentic AI enters the picture. Generative AI systems can answer questions, summarize documents, and generate content. Agentic AI goes further by enabling systems to reason through tasks, interact with tools, make decisions, coordinate workflows, and complete multi-step objectives with limited human intervention. Instead of acting only as assistants, AI systems begin operating more like autonomous digital workers [...]

AWS Data and AI Journey: Building Agentic AI Systems2026-05-25T16:14:40+00:00

AWS Data and AI Journey: Applying Generative AI Across the Enterprise

2026-05-25T12:49:16+00:00

Stage 4 of the AWS Data and AI Journey: Applying Generative AI Across the Enterprise Applying generative AI across the enterprise is no longer just an experiment, it's a strategic priority for organizations ready to turn their data into real business intelligence. This is where generative AI enters the picture. With trusted, connected, and governed data in place, organizations can confidently apply large language models, retrieval systems, and AI agents to real business problems. Generative AI shifts data from being a record of what happened into an active driver of decisions, automation, and customer experience. Stage 4 of the AWS [...]

AWS Data and AI Journey: Applying Generative AI Across the Enterprise2026-05-25T12:49:16+00:00

The Digital Dilemma: When Information Spreads Faster Than Verification

2026-05-21T14:13:50+00:00

Modern technology has transformed how people access and share information. News, opinions, videos, and discussions can now spread globally within seconds through social media platforms, recommendation systems, and digital communication tools. Information is now more accessible than ever before, allowing people to stay connected in real time regardless of location. However, this level of connectivity also creates new challenges. In fast-moving digital environments, information often spreads faster than people can properly verify it. As online systems continue evolving through algorithms, automation, and artificial intelligence, misinformation has become more difficult to identify, control, and prevent. Today, misinformation is no longer just [...]

The Digital Dilemma: When Information Spreads Faster Than Verification2026-05-21T14:13:50+00:00

The Reality of Learning Tech: Mental Health, Pressure, and Growth

2026-05-04T09:53:38+00:00

Learning technology is often described as exciting. It offers new skills, new opportunities, and a clear path forward. However, mental health in tech is often overlooked. But for many people, that journey does not always feel that way. Over the past year, while trying to grow in tech, I have also been navigating personal mental health challenges. There were days when learning something new was not just about understanding concepts. It was about finding the energy to even begin. This experience made me realize that learning in tech is not just about building skills. It is also about managing the [...]

The Reality of Learning Tech: Mental Health, Pressure, and Growth2026-05-04T09:53:38+00:00

Agent Skills Cheat Sheet

2026-04-30T20:14:18+00:00

Agent Skills are like built-in “playbooks” that an AI can use when it recognizes a task. Instead of giving detailed instructions every time, the AI (like Anthropic Claude) already knows what to do because the knowledge is packaged inside a Skill. This makes interactions faster and more consistent, especially for repeated workflows. Why they matter In real-world usage, repeating the same instructions over and over is inefficient. Agent Skills solves that problem. They allow the AI to: Act like a specialist in a specific domain Automatically apply best practices Handle complex workflows without needing full context every time Over time, [...]

Agent Skills Cheat Sheet2026-04-30T20:14:18+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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