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The productionalization of the machine learning model required close collaboration between data scientists, engineers, and operations teams.

When the team finalizes the model, the engineer productionalizes it and monitors its performance in real time.

While productionalizing the new recommendation system, the engineering team discovered several scalability issues.

After months of testing, the data pipeline was productionalized last week.

Before the next quarter, we need to productionalize the machine learning model and monitor its performance in real time.