Compare AWS ALB Ingress and NGINX Ingress on Amazon EKS, exploring architectural trade-offs, cost factors, and step-by-step Terraform & Kubernetes deployment patterns.
Understand the core concepts of Deep Neural Networks.Learn its major components and magic behind how it learns.
A beginner's guide to deep computer vision, explaining how Convolutional Neural Networks (CNNs) learn to 'see.'
An absolute beginner's guide to Infrastructure as Code with Terraform and Amazon EKS, explaining blueprints, control planes, and how to read .tf and .yaml configs.
Translate your local docker-compose workflows into production-ready Kubernetes Deployments and Services with declarative state management.
A beginner's guide to Reinforcement Learning, focusing on the Q-Learning algorithm. The post details how to build and update a Q-Table, balancing exploration and exploitation to teach an agent through trial and error.
Architect and provision a production-ready VPC for Amazon EKS from scratch using raw Terraform resources, covering subnet topology, NAT gateways, and Kubernetes tags.
A step-by-step walkthrough guide to create your first image classification model.
A practical tutorial on building a Convolutional Neural Network (CNN) for image classification using the CIFAR-10 dataset. Walk through the entire workflow, from data preparation and model architecture design to training and evaluation.
Master persistent storage on Amazon EKS by configuring EBS block storage, EFS shared filesystems, and AWS Secrets Store CSI drivers using Terraform.
Master Kubernetes readiness, liveness, and startup probes with Node.js/Express to prevent cascading restart storms and ensure high availability.
A step-by-step tutorial on using transfer learning to build a highly accurate image classifier. It demonstrates how to load a pre-trained model (MobileNet V2), freeze its layers to preserve its learned knowledge, and then add and train a new custom classifier on top.
This guide explains what MCP servers are, how to use them to connect your AI to apps like Obsidian and YouTube, and even how to build your own.
A hands-on tutorial for building a text-generating AI using a Recurrent Neural Network (RNN). The guide covers everything from encoding the text and creating training sequences to building, training, and finally using the model to generate new, original text in a similar style.
Explanation of what Retrieval-Augmented Generation (RAG) is, positioning it as a cost-effective way to connect large language models to private, up-to-date information.
Migrate from the legacy aws-auth ConfigMap to modern AWS EKS Access Entries and API authentication using Terraform to build secure, auditable RBAC access models.
Drastically reduce Node.js container image sizes and accelerate CI/CD build times using multi-stage builds, layer caching, and non-root security best practices.
Welcome to my digital playground—a snapshot of my software engineering journey, learning in public, and exploring modern frameworks and cloud architectures.
Right-size your Kubernetes workloads with CPU and memory requests & limits to prevent OOMKilled crashes, CPU throttling, and scheduling failures.
Demystify Kubernetes networking and traffic routing by comparing ClusterIP, NodePort, LoadBalancer, Ingress, and the modern Gateway API.
A side-by-side Terraform comparison of IAM Roles for Service Accounts (IRSA) and AWS EKS Pod Identity for securely granting least-privilege AWS permissions to pods.