PropAIHyderabad
Academic B.Tech Major Project — CSE (AI & ML)

AI House Price Prediction & Smart Recommendation System

A comprehensive decision-support platform for Hyderabad, Telangana. Combines machine learning valuation (XGBoost, Random Forest) with SHAP explainability, TG-RERA project verification, and hybrid multi-factor recommendation scoring.

Validated Listings
1,230

Across 8 Hyderabad Hubs

Regression Accuracy
85.4%

Test R² (Random Forest & XGB)

Mean Absolute Error
₹11.48 L

On Independent 20% Test Split

TG-RERA Verified
100%

Official Govt Project Registry

Machine Learning Price Prediction

Input micro-location, BHK, built-up area, floor level, and amenities to estimate fair asking price in INR and rate/sq.ft. Includes local SHAP value attribution explaining top positive and negative value drivers.

Random Forest & XGBoostZero Target LeakageSHAP TreeExplainer

Smart Hybrid Recommendation Engine

Find best-fit properties matching your budget, BHK, mandatory amenities, and end-use or investment intent. Ranks properties using multi-criteria weighted utility (0–100 score) and highlights price value deltas.

0–100 Weighted ScoreAsking vs Model DeltaAI Natural Language Rationale

Hyderabad Primary 8 Localities

Empirical market asking median rates per square foot in the master dataset

HITEC CityIT Corridor₹7,656/sq.ft
GachibowliFinancial District₹7,926/sq.ft
MadhapurCommercial Core₹6,522/sq.ft
KondapurHigh-Growth Tech₹6,521/sq.ft
Banjara HillsHistoric Luxury₹6,279/sq.ft
Jubilee HillsVIP Ultra-Luxury₹6,110/sq.ft
AmeerpetTransit & Education₹6,032/sq.ft
SecunderabadTwin City Heritage₹4,751/sq.ft