🎓 Why Original Work Matters in Your Final Year Project (And How It Can Shape Your Career)

In engineering colleges across the country, final year projects are often treated as just another academic task. But what many students fail to realize is this: Your final year project isn’t just a submission. It’s your first real-world proof of work. And that’s exactly why original work in your final…

🎓 How to Choose Your Final Year Project: A Practical Guide for BTech Students

Choosing the right final year project is one of the most important decisions of your engineering journey. It’s more than just a submission — it’s a reflection of your interests, skills, and future goals. Unfortunately, many students pick projects based on what their friends are doing or what’s available last…

🧠 MCP Server: Model Context Prototyping with Gemini + MySQL + FastAPI

GitHub: https://github.com/nishantmunjal2003/mcp-server-gemini 📌 Project Overview MCP Server is a lightweight, extendable API server that: ⚙️ Features 📁 Folder Structure bashCopyEditmcp-server/ │ ├── app.py # Main FastAPI server ├── gemini_integration.py # Gemini API integration ├── schema.sql # SQL for DB setup ├── requirements.txt # Python dependencies ├── .env # Environment variables…

Dimensionality Reduction

Dimensionality reduction is the process of reducing the number of features (variables) in a dataset while preserving important information. It helps in: ✅ Reducing computational cost (faster processing)✅ Removing noise from data✅ Avoiding overfitting✅ Visualizing high-dimensional data Types of Dimensionality Reduction 1. Feature Selection (Selecting important features) 2. Feature Extraction…