Deploying a Neural Network with FastAPI, Docker, and Kubernetes

In this guide, we will deploy a neural network using FastAPI, containerize it with Docker, and orchestrate the deployment with Kubernetes.

What is Kubernetes

Kubernetes (K8s) is a powerful tool that helps manage and run applications in **containers**. Think of it as a **smart manager** that makes sure your apps are always running, even …

Kubernetes Architecture

Kubernetes architecture ensures that applications are deployed, managed, and scaled in a consistent and reliable way. It abstracts the complexities of managing containerized applications and provides a flexible system to …

What is Azure Virtual Machines

Azure Virtual Machines (VMs) are scalable, on-demand computing resources in Microsoft Azure. They allow you to run applications, host services, and perform cloud-based workloads just like a physical server.

Pods in Kubernetes

A **Pod** is the smallest and simplest unit in Kubernetes. It is a group of one or more containers that share the same network namespace, storage, and other resources. Pods …