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The Definitive Guide to Google Vertex AI
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Now, let’s walk through an example of creating a movie recommendation system based on a collaborative filtering type model, deploying it on Vertex AI, and then querying it to get movie recommendations for specific users and movie genre types. The key steps are as follows:
Note
The notebook for this exercise can be found at https://github.com/PacktPublishing/The-Definitive-Guide-to-Google-Vertex-AI/blob/main/Chapter15/Chp-15_Movie_Recommender.ipynb.
Dataset: To train the model, we will use the MovieLens dataset (F. Maxwell Harper and Joseph A. Konstan. 2015. The MovieLens Datasets: History and Context. ACM Transactions on Interactive Intelligent Systems (TiiS) 5, 4: 19:1–19:19. https://doi.org/10.1145/2827872).
The MovieLens dataset is one of...