SELECTED WORK / CASE STUDY
House Price Prediction
Advanced model for predicting house prices based on comprehensive property features
Project Overview
The model analyzes multiple property characteristics including size, location, condition, and amenities to provide accurate price estimates.
This project uses the dataset from Kaggle - USA House Prices.
Python
Scikit-learn
Pandas
NumPy
Streamlit
Linear Regression
Lasso
Ridge
Random Forest
Gradient Boosting
GridSearchCV
Application Demo
Best Model Performance
MSE
7,089,098,007.6621
RMSE
84,196.7815
R²
0.8289