Real-world AIOps
As you may have already noticed, the AI/ML realm is extremely broad and deep. We won’t pretend to go down this path in this book and instead offer you some clear and effective use cases where applying a few of these techniques can save the day without you having to go into low-level details.
Following the recommended steps outlined in the previous sections, we need to start describing and identifying the problems we want to solve. This first step is crucial so that we can channel our efforts toward effective approaches to solve the challenges. Notice the usage of plural in approaches – we always have many options to consider, as well as their pros and cons. These are the two challenges we are going to solve in this chapter:
- Validating operational changes by observing the network traffic: In network operations, multiple events involve changes – for example, an operating software upgrade or a configuration change. After the change is executed...
