An implementation roadmap for your solution

Having a well-defined method and milestones ensures the successful delivery of the desired ML solution (using MLOps methods). In this section, we will discuss a generic implementation roadmap that can facilitate MLOps for any ML problem in detail. The goal of this roadmap is to solve the problem with the right solution:

Figure 2.10 – Implementation roadmap for an MLOps-based solution

Using the preceding roadmap, we can transition from ML development to MLOps with clear milestones, as shown in these three phases for MLOps implementation. Now, let's look into these three phases of the roadmap in more detail. It's worth noting that after the following section on theory, we will get into the practical implementation of the roadmap and work on a real-world business use case.

Phase 1 – ML development

This is the genesis of implementing the MLOps framework for your problem; before beginning...