Hugging Face's logo

Spaces:
adeyemi001
/
Cars
Running

App Files Community
Cars / README.md
adeyemi001's picture
adeyemi001
Upload README.md with huggingface_hub
46288bd verified
preview code
|
raw
history blame contribute delete
1.24 kB
metadata 
title: Nigerian Used Car Price Predictor
emoji: 🚗
colorFrom: blue
colorTo: green
sdk: docker
app_port: 7860
pinned: false

Nigerian Used Car Price Predictor

A machine learning web application that predicts used car prices in Nigeria using LightGBM and sentence embeddings.

Features

  • 🚗 Predict car prices based on multiple attributes
  • 🤖 Uses advanced sentence embeddings for car name processing
  • ⚡ Fast predictions with LightGBM model
  • 🎨 Modern, responsive UI with dynamic backgrounds
  • 💰 Prices displayed in Nigerian Naira (₦)

How to Use

  1. Enter the car name/model (e.g., "Toyota Camry 2015")
  2. Select the origin (Local/Foreign)
  3. Choose transmission type
  4. Select fuel type
  5. Pick interior and exterior colors
  6. Click "Predict Price" to get instant estimate

Tech Stack

  • Backend: Flask + Gunicorn
  • ML Model: LightGBM
  • Embeddings: Sentence Transformers (all-mpnet-base-v2)
  • Frontend: HTML, CSS, JavaScript
  • Deployment: Docker

Model Details

The model uses:

  • 10 sentence embedding dimensions from car names
  • 2 categorical features (origin and color combinations)
  • Trained on Nigerian used car market data