Machine Learning Laptop Price Predictor
A regression pipeline that compares five machine-learning models and predicts laptop prices from hardware specifications.
Status:Portfolio project; repository reports Decision Tree R² of 0.86
View source on GitHub (opens in a new tab)- Services
- Machine Learning
- Stack
- Python, scikit-learn, Pandas, NumPy +2 more
Outcomes
The results
5
Regression models compared
0.86
Decision Tree R²
01
Our solution
The project performs feature engineering and exploratory analysis, trains Linear, Ridge, Lasso, KNN, and Decision Tree regressors, and compares R-squared and mean absolute error.
02
The outcome
Shows practical model selection, feature engineering, regression evaluation, and communication of comparative results.
03
Best for
Pricing analytics, product valuation, regression modeling, and machine-learning model comparison.
Technology
The stack behind it
- Backend
- Python
- AI & ML
- scikit-learn
- Data & BI
- Pandas
- NumPy
- Matplotlib
- Seaborn