/Image-Based-Airbnb-Pricing-Algorithm

Created a deep learning algorithm to predict the price of an Airbnb listing only from a picture from the listing

Primary LanguageJupyter Notebook

Image-Based Airbnb Pricing Algorithm

  • Created a deep learning alogrithm to predict the price of an Airbnb listing only from a picture from the listing
  • used two types of CNN's models
    1. a custom CNN
    2. InceptionV3 that was pre-trained on the image_net dataset
  • Data: downloaded a csv with Airbnb data from http://insideairbnb.com/get-the-data.html
    • only used data from NY

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  • also recently added a model using other featers to predict the price of a listing, next project I will combine the features with the image of the listing and see how good the model can preform