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Welcome to my Hopsworks Demos repository

Here is where I will be sharing my work on Hopsworks demos and tests that could be of interest.

Beer consumption prediction

In this demo we will try to predict the beer volume consumption of a particular beer in a particular bar.

The demo will have 3 parts:

  1. Feature engineering pipeline
  2. Training pipeline
  3. Inferencing pipeline

Given the differences between environments, there is going to be a specific demo for Colab+Hopsworks Serverless, and another demo for Jupyter+Hopsworks Enterprise.

Because of the supthe differences in environments, you will find 3 versions of this demo in this repo:

  1. Hopsworks app + Google Colab based.
  2. Hopsworks app + local python environment running from Visual Studio
  3. Hopsworks cluster + local python environment running from Visual Studio

Currently, my recommendation would be to use 2, as I have sometimes encountered minor errors in the other two environments. All fixable, but still.

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