Tutorial 3: Creating Machine Learning Models with Structured Data

Welcome to the structured data module. This handout contains information for the preparation, tutorial, individual assignment, and group assignment.

Learning Goals

This module has the following learning goals:

  • Goal 1: Understand how to design experiments using machine learning pipelines to help stakeholders make sense of structured data from product-service systems
  • Goal 2: Be able to conduct experiments to critically reflect and understand how features and evaluation metrics affect the performance of machine learning models
  • Goal 3: Understand how to automate the machine learning pipeline of structured data to conduct experiments for different settings, document how the code works, and have good code quality

Before attending the tutorial, complete the tasks listed in the Preparation section. We will discuss your results & reflections at the beginning of the tutorial session.

Table of contents