Now that we have explored how our machine learning system might work in the context of MovieStream, we can outline a possible architecture for our system:
MovieStream's future architecture
As we can see, our system incorporates the machine learning pipeline outlined in the preceding diagram; this system also includes:
- Collecting data about users, their behavior, and our content titles
- Transforming this data into features
- Training our models, including our training-testing and model-selection phases
- Deploying the trained models to both our live model-serving system as well as using these models for offline processes
- Feeding back the model results into the MovieStream website through recommendation and targeting pages
- Feeding back the model results into MovieStream's personalized marketing channels
- Using the offline models to provide tools to MovieStream&apos...
