Tag: Deployment

Continued From Part #1…. Now, a big challenge with this, that would transition to the next part of this blog is that for vast LLMs, for example for our BLOOM model to train and teach students different subjects, using such evaluation metrics are not enough. Now, we will use the most effici...

The Why Picture this: You’ve got a brand new business idea, and the data you need is right at your fingertips. You’re all pumped up to dive into creating that fantastic machine-learning model . But, let’s be real, this journey is no cakewalk! You’ll be experimenting like c...

Introduction: In the dynamic world of machine learning, the journey from developing a model to putting it into production is often seen as intricate and multifaceted. However, with the advent of tools like Docker, Kubernetes and user-friendly web frameworks such as FastAPI, Streamlit, and Gradio,...

The Why Picture this: You’ve got a brand new business idea, and the data you need is right at your fingertips. You’re all pumped up to dive into creating that fantastic machine-learning model . But, let’s be real, this journey is no cakewalk! You’ll be experimenting like c...

You've just completed your stunning React application, and now it's time to share it with the world. The process of deploying a web application can be complex, but we're here to make it easier for you. In this blog post, we'll guide you through deploying your React application using ...

Streamlit is an amazing open-source app framework commonly used by data scientists to quickly make responsive web apps. Streamlit’s intuitive framework is very simple to learn, and can create beautiful dashboards and even more complex web applications within minutes. However, many data...

Introduction In today’s fast-paced software development landscape, teams constantly navigate a maze of challenges. One of the primary obstacles is ensuring that code changes are seamlessly integrated without disrupting existing functionalities. Picture an Angular development team: with ever...

Introduction This three-part tutorial series is designed to guide you through different deployment methods for Apache Spark, starting with Docker-compose, progressing to deploying on a Kubernetes cluster using a custom binary Spark image, and finally exploring the convenience of deploying Spark o...

Kubernetes is an open-source container orchestration system for automating software deployment, scaling, and management. Originally designed by Google, the project is now maintained by the Cloud Native Computing Foundation. Kubernetes Blue Green Deployment: Blue Green is a deployment pa...

Completion Steps → fetch a code from github by git clone https://github.com/Aakibgithuber/Aws-DevOps-Project Setup code commit repository on aws push code to code commit using aws CLI setup aws code-build for building code setup S3 bucket for cod...

In this project based on a real-world scenario, I designed and deployed a reusable, multi-tenant SaaS infrastructure on AWS using Terraform modules. The infrastructure was based on AWS services such as EC2 instances, DynamoDB databases, and S3 buckets. To ensure the secure storage of Terraform co...

Project Description In this project, grounded in an actual business use case, I utilised Ansible for the configuration management and deployment of the trailblazing HumanGov SaaS application across Amazon Web Services (AWS) EC2 instances. These instances are earmarked to serve multiple department...

A few months ago I published an article on a Gitlab pipeline template to replace environment variables references in source code with the actual environment variables. A basic first step towards a more mature tool stack, that made life easier for the engineers in my team. Recently I spe...

Well, we are almost there. In the previous parts of this project (links below), we setup our pipeline and infra. Now it is time to deploy. I have broken the process into 2 GitHub Action files: Deployment of Docker Image: https://github.com/amandeepsaluja/gcp-dataflow-pipeline/blob/master/...

Are you ready to embark on a journey that simplifies the complexities of Kubernetes deployment management? Look no further, for we at Skrots have curated an exceptional guide just for you. In this article, we will delve into the magical world of Helm and present proven strategies that will revolutio...

Kubernetes Secrets Revealed: Unleashing the Unseen for Effortless Deployment In the ever-evolving landscape of technology, Kubernetes has emerged as a game-changer. Its ability to seamlessly orchestrate containerized applications has revolutionized the world of deployment. But amidst the buzz sur...