Module overview

It will be a short guided tour through a complex landscape, where some important topics will be flagged. In particular, we will focus on machine learing production systems and applications. This includes the issues and methodologies for designing, deploying and maintaing data and models.

Reading

TODOs

Week 43 and 44

  • Read chapter 1 and the "Launch, Monitor, and Maintain Your System" section in Chapter 2 again.
  • Set aside a enough time to work on the submission ML No. 2: "Playing the whole game".

Lecture slides

Lecture videos

Guest lecture videos

Deployment tutorials

These tutorials are useful for assignment 2, and will also form the basis for our discussion around deployment.
The source code are available in the deployment_tutorials folder in the course repository.

Streamlit-tutorial

Flask-tutorial