Introducing Laptop Price Prediction! 🎉 🎉 🎉 Link to heading
What is it? Link to heading
There are thousands of laptops on the market with very similar specifications and prices. Figuring out which one is a good value for the money is difficult. My goal for this project was to create a model that can return a price target based on specs passed to an ML model based on data scraped from Amazon in October 2023.
Fair Warning: It isn’t very accurate (has an RMSE of ~400) and I am looking forward to hearing from anyone who has ideas on how to improve the model.
Why did I build this Link to heading
This is my Midterm Project submission for the MLZoomCamp and in order to build this I had to:
- Clean the dataset in order to improve the accuracy.
- Investigate the values in the dataset using EDA.
- Build multiple models including LinearRegression, Ridge Regression, and an ensemble model called XGBoost to compare the performance of each.
- Build and deploy a web service to host the model and serve predictions.