Srijit Roy

BPM Detector With ML

Sat, 10 Jan 2026 00:00:00 +0000

This project explores rhythm analysis with Python and machine learning. It is a good place to document feature extraction, tempo estimation, model choices, and evaluation notes as the project matures.

Deepfake AI Detector

Tue, 20 Jan 2026 00:00:00 +0000

This project focuses on media authenticity and AI-generated content detection. Add architecture notes, dataset decisions, performance metrics, and screenshots here as you refine the detector.

YouTube Audio Downloader

Fri, 30 Jan 2026 00:00:00 +0000

This tool is a practical media workflow project. Use this page to describe supported formats, usage instructions, error handling, and future improvements.

Python for Data Analysis: Essential Libraries

Mon, 08 Sep 2025 00:00:00 +0000

As a data science student, Python has become my primary tool for working with data. Over time, I have learned that Python itself is powerful, but its real strength comes from its ecosystem of libraries. In this article, I want to share my personal experience using core Python libraries for data science—NumPy, Pandas, Matplotlib, psycopg2 for database connectivity—and how Power BI complements Python for professional data visualization.

Let's Dive into Machine Learning

Mon, 25 Aug 2025 00:00:00 +0000

Machine Learning is one of the most important pillars of data science. While statistics helps explain what happened in the past, machine learning focuses on learning patterns from data and making predictions or decisions based on those patterns. As I progressed in data science, machine learning changed how I approached real-world problems.

Mastering the Linux Terminal

Mon, 18 Aug 2025 00:00:00 +0000

The Linux terminal is the heart of the Linux operating system. While graphical interfaces make daily tasks easier, the terminal provides direct access to the system, offering speed, precision, and full control. Over time, the terminal became my primary workspace for understanding how Linux truly operates.

Database Management Systems: An Overview

Tue, 15 Jul 2025 00:00:00 +0000

Database Management Systems (DBMS) are the backbone of modern applications, enabling reliable data storage, retrieval, and security. In this guide, we’ll explore SQL-based DBMS concepts, popular database software like MySQL, PostgreSQL, and SQLite, their use cases, and essential data security practices.

Linux OS and Linux Distributions

Mon, 05 May 2025 00:00:00 +0000

Linux is more than just an operating system—it is a philosophy built around freedom, transparency, and control. From personal computers and servers to smartphones and supercomputers, Linux quietly powers a large part of the modern digital world. As I explored Linux more deeply, I realized that its true strength lies in its design and the diversity of its distributions.

Building RESTful APIs with Flask

Sun, 12 Jan 2025 00:00:00 +0000

Flask is a lightweight and powerful Python web framework perfect for building RESTful APIs. In this guide, we’ll create a complete REST API from scratch, implementing best practices for scalable and maintainable code.

Building a Home Network Lab

Wed, 08 Jan 2025 00:00:00 +0000

Computer networking is the backbone of modern communication systems. From browsing the web to cloud computing, networking technologies like TCP/IP, routing protocols, and network layers enable devices to communicate reliably and efficiently across the globe.

Virtualization with VMware: A Complete Guide

Wed, 25 Dec 2024 00:00:00 +0000

VMware Workstation is a powerful virtualization tool that allows you to run multiple operating systems on a single physical machine. A proper VMware setup requires not only software installation, but also correct BIOS configuration, driver management, and an understanding of hardware limits such as overclocking.

Customizing My First Linux Setup

Fri, 20 Dec 2024 00:00:00 +0000

Customizing my laptop with Linux completely changed how I interact with my system. What started as curiosity on a Windows laptop slowly turned into a full transition to Arch Linux. The journey was not smooth, but every challenge taught me how Linux truly works under the hood.

Git Workflow for Teams

Sun, 15 Dec 2024 00:00:00 +0000

Git is a distributed version control system that helps developers track changes, collaborate efficiently, and manage code history. In this guide, we’ll cover Git fundamentals, common commands, team workflows, GitHub and GitLab platforms.

PC and Laptop Hardware Essentials: A Practical Guide

Tue, 10 Dec 2024 00:00:00 +0000

Computer hardware forms the foundation of every computing system. From custom PC builds to laptop internals, understanding hardware components is essential for performance, reliability, and upgradability. With over six years of hands-on experience in PC building, laptop servicing, and hardware optimization, this knowledge comes from real-world practice rather than theory alone.

Getting Started with Data Visualization

Wed, 09 Oct 2024 00:00:00 +0000

While working on Monte Carlo simulation, I decided to explore one of the most classic and intuitive examples: estimating the value of Pi (π). This experiment helped me understand how randomness, when used correctly, can approximate precise mathematical constants.

About

Mon, 01 Jan 0001 00:00:00 +0000

I’m Srijit Roy, a Data Science student at IIT Madras. I like building practical systems that connect software, Linux, hardware, and data into tools people can actually use.

Contact

Mon, 01 Jan 0001 00:00:00 +0000

You can find me on GitHub, LinkedIn, Instagram, X/Twitter, and Discord. The form below is static-friendly; replace the action URL with your Formspree, Netlify, or custom endpoint when you deploy.

Search

Mon, 01 Jan 0001 00:00:00 +0000