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Introducing Laptop Price Prediction! ๐ŸŽ‰ ๐ŸŽ‰ ๐ŸŽ‰ 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.