The work uses Hopsworks for Feature store and creating Feature groups for Machine learning modeling using the Google Colab platform
- Install packages
!pip install -U hopsworks --quiet
- Loading the Data
- Read demography data
- Read customer info data
- Read Subscriptions data
- In this section you will perform feature engineering, such as converting textual features to numerical features and replacing missing values to 0s
- Customer information
- Customer demography
- Customer subscription
- Select the features you want to train the model on.
- Preprocess of features.
- Create a dataset split for training and validation data.
- Load the training data.
- Train the model.
- Explore feature groups and views via the UI.