From the course: MLOps Essentials: Model Development and Integration
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Solution integration patterns
From the course: MLOps Essentials: Model Development and Integration
Solution integration patterns
- When do we integrate the ML and non-ML parts of the solution? Let's look at the options available in this video. The ML and non-ML parts of the solution evolves simultaneously in incremental cycles. Integrating code is always cumbersome, if the process is not well managed. Ensuring integration with stable versions of the software will help avoid sub prices later during deployment. Let's look at a sample ML and non-ML pipeline. On the ML side, we start with the model version 2.0 and the corresponding ML service version 2.0, we then evolve this model with retraining and come up with a model version 3.0. This goes through the notebook to software process to produce ML service 3.0. On the other side, we start with the non-ML version 4.0. It goes through development and testing processes to produce non-ML version 5.0. This process happens simultaneously, where the ML service 3.0 is being developed. When would you integrate…
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