Dublin Rent Price Predictor

Features

• Estimate the price of a property or shared room in Dublin.
• See model stats in the Model Info tab.
• Sign up and login to save your search history.

Tech Stack

• Next.js 15
• Shadcn
• FastAPI
• Scikit-learn
• PostgreSQL
• Docker

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Getting Started

Prerequisites

• Docker & Docker Compose
• AWS CLI configured with credentials

Running Locally with Docker Compose

1. Create Backend Environment File: Create a file at src/backend/.env with the following variables:

   POSTGRES_USER=postgres
   POSTGRES_PASSWORD=postgres
   POSTGRES_DB=db
   POSTGRES_PORT=5432
   DATABASE_URL="postgresql+asyncpg://postgres:postgres@db:5432/db"
   SECRET_KEY="a-very-secret-key"

2. Create Frontend Environment File: Create a file at src/frontend/.env with the following variable. This allows the frontend to communicate with the backend.

   NEXT_PUBLIC_API_URL=http://localhost:8000

3. Run the Application: Navigate to the src directory and run the following command:

   docker-compose up -d --build

4. Access the Application: Open your browser and go to http://localhost:3000.