AWS Certified Machine Learning Study Guide

Chapter 14Reliability Pillar

THE AWS CERTIFIED MACHINE LEARNING SPECIALTY EXAM OBJECTIVES COVERED IN THIS CHAPTER INCLUDE BUT ARE NOT LIMITED TO THE FOLLOWING:

• Domain 4.0: Machine Learning Implementation and Operations
  • 4.1. Build machine learning solutions for performance, availability, scalability, resiliency, and fault tolerance

Although a lot of our discussion of the ML lifecycle thus far has focused on the iterative and experimental nature, once an ML model is deployed into production, or once your ML environments are set up, you will want to ensure that they are resilient and fault tolerant against failures, that they can scale up and down elastically to meet your demands dynamically, and that you can quickly mitigate any ...