Chapter 11: Machine Learning on Kubernetes
Throughout the chapters, you have learned about the differences between a traditional software development process and machine learning (ML). You have learned about the ML life cycle and you understand that it is pretty different from the conventional software development life cycle. We have shown you how open source software can be used to build a complete ML platform on Kubernetes. We presented to you the life cycle of ML projects, and by doing the activities, you have experienced how each phase of the project life cycle is executed.
In this chapter, we will show you some of the key ideas that we wanted to bring forth to further your knowledge on the subject. The following topics will be covered in this chapter:
- Identifying ML platform use cases
- Operationalizing ML
- Running on Kubernetes
These topics will help you decide when and where to use the ML platform that we presented in this book and help you set up the...