🎓 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…
Why You Can’t Stop Scrolling — And What AI Has to Do With It
Ever caught yourself reaching for your phone, telling yourself it’s “just for a minute”… and then suddenly it’s midnight?You didn’t mean to spend the last hour watching cat videos, political debates, or oddly satisfying cleaning reels. But somehow, you did. Again. Don’t worry — it’s not just you.It’s your brain….
Prompts for Image Descriptions
Describe the scene using three vivid sensory details — one for sight, one for sound, and one for touch. Summarize the mood of the image in one powerful sentence without naming any objects. Write a poetic description of the image focusing only on colors and emotions. Imagine the main subject…
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…
Tanh Function in Neural Network
The tanh function, short for hyperbolic tangent function, is another commonly used activation function in neural networks. It maps any real-valued number into a value between -1 and 1. This function is similar to the sigmoid function but offers some advantages that make it more suitable for certain applications. Mathematical…
