79.6% Accuracy | 13K+ Properties Analyzed

Predict House Prices with Machine Learning

Leverage the power of Machine Learning to get instant, accurate property valuations. Our advanced Random Forest algorithm analyzes thousands of data points to provide reliable price predictions for real time real estate.

13,320
Properties Analyzed
79.6%
Model Accuracy
7
ML Algorithms
<1s
Prediction Time
Property Analysis
Real-time
Accuracy Rate
79.6%
AI Powered
Random Forest

Why Choose Our AI Predictor?

Advanced machine learning technology for accurate property valuation

Advanced ML Algorithms

Trained on 7 different algorithms including Random Forest, XGBoost, and Gradient Boosting to ensure maximum accuracy.

Best in Class

Comprehensive Dataset

Analyzed 13,320+ real estate properties from Bangalore with multiple features like location, size, and amenities.

13K+ Properties

Instant Predictions

Get accurate price estimates in less than a second. No waiting, no hassle - just instant results.

Real-time

High Accuracy

79.6% R² score ensures reliable predictions with minimal error margin for informed decision making.

79.6% Accurate

Data-Driven Insights

Every prediction is backed by comprehensive data analysis and validated machine learning models.

Verified

Responsive Design

Access from any device - desktop, tablet, or mobile. Beautiful interface that works everywhere.

All Devices

About This Project

This is a comprehensive Machine Learning project developed as a final year academic endeavor, demonstrating the practical application of AI in real estate valuation.

Multiple Algorithm Comparison

Evaluated 7 different ML algorithms to select the best performer

Real Dataset Analysis

Trained on authentic Bangalore housing market data

Production-Ready Application

Full-stack web application with Flask backend and modern frontend

Comprehensive Documentation

Well-documented code and detailed project methodology

Technology Stack

Python
Flask
Scikit-learn
XGBoost
Pandas
NumPy

Model Performance Metrics

Comprehensive comparison of all tested algorithms

🏆 Winner

Random Forest

R² Score 79.64%
RMSE 47.78
MAE 19.16

XGBoost

R² Score 72.12%
RMSE 55.91
MAE 19.76

Gradient Boosting

R² Score 70.15%
RMSE 57.85
MAE 24.69

Decision Tree

R² Score 49.98%
RMSE 74.89
MAE 25.79

Ready to Predict House Prices?

Get instant, AI-powered property valuations in seconds

Start Predicting Now