/171-Project

Zillow

Primary LanguageJupyter Notebook

Group Members

  • Abhay Sawhney
  • Anastasia Levchenko
  • Aric Luo
  • Arthur Hlaing
  • Matt Reese
  • Nir Voloshin
  • Tyler Gordon

*** One of our group members had a change of heart at the end of week 7 to pursue another project even though we had already finalized the group during week 2. This was unexpected but this is the reason why we ended up with 7 members for our project instead of the required minimum of 8. ¯_(ツ)_/¯ ಠ_ಠ ***

  • Our dataset is obtained from https://www.kaggle.com/c/zillow-prize-1
  • You may need to sign up for the competition in order to obtain the data
  • Our dataset is too large to be uploaded to GitHub or submitted through Canvas
  • You can email us if you have trouble accessing the data or if you do not want to make an account to have access to the data
  • Data preprocessing sections are identical between ANN and Linear Regression
  • For XGBoost, it is similar but it does not fill the missing values nor normalize the data
  • Before running the notebooks, you will need to install xgboost and tensorflow
  • We hope you enjoy our project! Cheers! :)