Predicting House Prices Using Advanced Regression Techniques
تفاصيل العمل
This project focuses on predicting house prices using the “House Prices – Advanced Regression Techniques” dataset from Kaggle. The main goal was to build an accurate regression model that predicts house prices based on various features. Steps followed: Data Cleaning & Preparation: Checked for missing values Removed duplicates Handled outliers Encoded categorical features Adjusted skewness to improve model performance Modeling: Tried and compared multiple regression models: Linear Regression Multiple Linear Regression Polynomial Regression Ridge Regression Lasso Regression Analysis: Evaluated the performance of each model Studied overfitting vs generalization Selected the best-performing model
مهارات العمل
بطاقة العمل
طلب عمل مماثل
