Data used for this task is taken from Kaggle: https://www.kaggle.com/datasets/corrieaar/apartment-rental-offers-in-germany/data
More details can be found on the GermanRentPrediction.ipynb notebook.
The task is divided into two main parts, focusing on machine learning model development for rent prediction:
- Predicting Rent with Structural Data: Develop a machine learning model to predict the total rent using only the structural data. Exclude the description and facilities text fields for this model.
- Predicting Rent with Structural and Text Data: Create a second machine learning model that predicts the total rent using both structural and text data (description and facilities). It is encouraged using modern generative AI techniques for processing text data.