Intel Route - Intelligent Route Prediction
and Prefetching using ML

Intel Route is an intelligent web routes prediction system. It uses a machine learning model trained on the user's activity to predict the route the user is most likey to hit next and loads it in the background to improve website performance and speed.

Tech Stack

Web App - Nextjs, TailwindCSS, Mongoose
Database - MongoDb
Backend - FastAPI, pymongo, uvicorn
Machine Learning - NumPy, ScikitLearn
Hosting - AWS Amplify (Web App), Atlas (Database), Render (Backend)

Setting Up

git clone https://github.com/kurilpratik/intel-route.git

Frontend
Add .env.local inside next-app

.env.local
MONGODB_URI=your-mongodb-uri
NEXT_PUBLIC_BACKEND_BASE_URL=http://localhost:8000/
NEXT_PUBLIC_FRONTEND_URL=

cd next-app
npm install
npm run dev

Backend
Add .env inside py-backend

.env
MONGO_URI=your-mongodb-uri
BACKEND_DEV_DOMAIN=http://localhost:3000

cd py-backend
venv/Scripts/activate
python app.py