/Airbnb-Price-Prediction

Airbnb Listings, EDA and Price Prediction: Toronto, Canada. Random Forest, LightGBM, SHAP (SHapley Additive exPlanations)

Primary LanguageJupyter Notebook

Airbnb-Price-Prediction

Airbnb Listings, EDA and Prediction: Toronto, Canada

Airbnb 2021 data was sourced from: http://insideairbnb.com/get-the-data.html

Task:

  1. Explore Airbnb calendars data
  2. Explore Airbnb listings data
  3. Predict listing prices (Random Forest and LightGBM)

Jupiter Notebook:

https://github.com/trajceskijovan/Airbnb-Price-Prediction/blob/main/Airbnb%20Listing%20Toronto.ipynb

Insights Summary:

This code is free to use for academic purposes only, provided that a proper reference is cited. This code comes without technical support of any kind. Under no circumstances will the author be held responsible for any use of this code in any way.