README.md

metadata

title: House Price Prediction
emoji: 🏠
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 5.0.0
app_file: app.py
python_version: 3.11
pinned: false

House Price Prediction

End-to-end machine learning app for predicting house sale prices with the Kaggle house-prices-advanced-regression-techniques dataset.

Train

Set up Kaggle credentials, then download the dataset:

python scripts/download_kaggle_data.py

Train the model:

python -m src.train

If data/raw/train.csv is not present, training falls back to the included sample dataset so the app remains runnable.

FastAPI

uvicorn src.api:app --reload

Prediction endpoint:

POST /predict

Gradio

python app.py

Hugging Face Spaces

This repository is configured for a Gradio Space. The target Space is:

pcsekhar/MLModels

Deploy with:

hf upload --repo-type space --exclude "data/raw/*" --exclude ".git/*" --commit-message "Deploy house price predictor" pcsekhar/MLModels .