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Applied Data Science Projektarbeit

This is our awesome AirBnB price prediction and flat description generator project.

Launch the project with docker-compose upand open Jupyter Lab which runs on https://127.0.0.1:8888 to run the Jupyter Notebooks.

Implemented stuff

  • Web scraping from AirBnb
  • Web-API call to opendata.swiss to get rental prices of Zurich
  • EDA
  • Sentiment analysis on comments
  • Everything runs via Docker / Docker-Compose
  • PostreSQL DB container to save/read data
  • GPT-2 Model to generate apartement descriptions
  • Regerssion model to predict the prices for AirBnB apartements

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  • Jupyter Notebook 99.8%
  • Other 0.2%