The following article will help you get over the confusion created due to Confusion Matix in a Classification Problem.

Nowadays machine learning and AI are used in almost every domain in the industry. Evaluating our models is as important as building them. Let’s try to understand the confusion matrix — an evaluation method and its attributes from a perspective of a Cybersecurity Risk Analyst.

Consider a scenario in which we have to detect the anonymous system which is hitting our private servers. We have put up a Machine Learning system in between the firewall and the server. So basically we…


Docker is a containerization tool that is used to run an application with its own environment dependencies making the container an isolated OS tailed just the run that one application. Docker is primarily used to run specific applications inside a container that do not need a GUI, like a Web Server or a Database Server.

But, we could perform some tweaking to the container to provide it the X Server which is used to run GUI, and also connect the display of the DockerHost to the Container.

note: DockerHost is the OS on which the Docker Engine is Running.

Project Architecture

This…


The need for Integration of Technologies from different domains could be witnessed more than ever since the past decade. These fields which integrate technologies from multiple domains are in great demand due to the agility they provide to the pipeline of the software/service production in a company. Examples of such hybrid domains are DevOps, MLOps, etc.

This article will deal with an example of the most elemental functionality of the MLOps domain. We will be deploying our machine learning model inside a Docker Container. …


Ahoy! You’re in for a Kubernetes Treat. Just hear me out. You’re a great Containerization Technology enthusiast working on a highly scalable product over Kubernetes. Everything’s working great until you are told to include some more microservices, manage RBAC and restart all the services. No doubt you’re capable of accomplishing all the tasks, but at what cost. Most likely you’ll be running multiple YAML scripts keeping their chronology in consideration, the state of the dependent pods, containers, services. Wouldn’t it be slightly easier if you could deploy your application just by one command on your CLI without any hassle?

Kubernetes and Helm


DevOps Pipeline

Back again with another article on an interesting automation tool! DevOps is the ideal industry approach these days, even most of the companies are migrating towards the DevOps approach in combination with the agile methodologies.DevOps is all about deploying the software once it is ready. DevOps can be used with any development methodology be it Agile or Waterfall.

The following article will make you clear where does Jenkins fall in the DevOps Pipeline, its wholesome benefits, and concluding with a short Case Study.

DevOps describes a culture and set of processes that bring development and operations teams together to complete…


Today’s IT Industry is all about Containerization. No Company wants their Development Team or Testing Team to spend half of their time spinning up new Virtual Machines for creating Isolated Systems. This could awfully decrease the throughput of the Company.

The Industry is using Tools like CRI-O, Podman, Rocket, and Docker. Docker is a software platform for building applications based on containers — small and lightweight execution environments that make shared use of the operating system kernel but otherwise run in isolation from one another. Here’s another fun practical on Docker

In this article, we will be creating a docker…


Project Architecture

A container is a standard unit of software that packages up code and all its dependencies so the application runs quickly and reliably from one computing environment to another. Containerization will be adopted by 75% of the IT Industry by the end of next year. These containers are very light-weight and could be quickly created and destroyed and most importantly isolated.


Hadoop is an open-source framework that allows to store and process big data in a distributed environment across clusters of computers using simple programming models. It is designed to scale up from single servers to thousands of machines, each offering local computation and storage.

Hadoop is used at many high-end companies including the Tech-Giant Facebook. This article covers configure an HDFS cluster using Ansible. Ansible is an open-source software provisioning, configuration management, and application-deployment tool enabling infrastructure as code. Ansible is widely used in the market and is the leading IT Automation tool.

# tree 
.
├── ansible.cfg…

Amazon Web Services are leading the Cloud market with nearly 40% of the market with them. AWS provides over 200 services, thus AWS is capable of providing unified solutions for most companies. One of the many services provided by AWS for Message Queue is AWS SQS

Amazon Simple Queue Service (SQS) is a fully managed message queuing service that enables you to decouple and scale microservices, distributed systems, and serverless applications.

What is a Messaging Queue Service?

A message queue is a form of asynchronous service-to-service communication used in serverless and microservices architectures. Messages are stored on the queue until they are processed and deleted. Each…


WordPress is web publishing software you can use to create a beautiful website or blog. Since it was released in 2003, WordPress has become one of the most popular web publishing platforms. And today it powers more than 35% of the entire web — everything from hobby blogs to some of the most popular websites online.

A Basic WordPress blog required a WebServer and a MySQL server. this article will cover Creating an EC2 Instance, configured as a web server and using the AWS Relational Database Server (RDS) for the database.

Amazon Elastic Compute Cloud (Amazon EC2) is a web…

Prathamesh Mistry

Final Year Student, understanding the industrial approach and tools

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