3. Machine learning in practice
In this final module, we will look at practical machine learning worklow.
- Module overview
- Reading
- TODOs
- Lecture slides
- Lecture videos
- Guest lecture videos
- Deployment tutorials
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
- Read chapter 1 and the "Launch, Monitor, and Maintain Your System" section in Chapter 2 again.
- Monitoring Machine Learning Models in Production
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.