Tutorial 3: Training, Evaluating, and Integrating Machine Learning Models

Learning Goals

Welcome to module 3: Training, Evaluating, and Integrating Machine Learning Models. This handout contains information for the preparation, tutorial, individual assignment, and group assignment. 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

Table of contents