Property Acquisition Cost Predictor

I took the dataset from Kaggle: https://www.kaggle.com/datasets/yasserh/housing-prices-dataset/data

Highlights of this project:

1. Exploratory Data Analysis
   a. Histogram
   b. Heatmap
   

2. Feature Engineering
   a. Ordinal Encoding
   b. Label Encoding
   c. Dimensionality reduction using principal component analysis (a.k.a. PCA)
   d. Scaling
   

3. Model Training & HyperParameter Tuning
   a. Linear Regression
   b. Random Forest Regressor
   c. XGBoost Regressor
   

4. Model Evaluation
   a. R-squared error(R2)
   b. Mean Squared Error(MSE)
   c. Mean Absolute Error(MAE)
   

5. Model Deployment
   a. Pickle library for saving the model
   b. Streamlit Framework for creating web app