With the data in the correct shape from the last exercise, you can now use it to infer how user_001 feels about Apollo 13 (1995)

As a reminder, the data you prepared in the last exercise (and have been loaded into this one) are:

target_user_x - Centered ratings that user_001 has given to the movies they have seen.
other_users_x - Centered ratings for all other users and the movies they have rated excluding the movie Apollo 13.
other_users_y - Raw ratings that all other users have given the movie Apollo 13.

You will use other_users_x and other_users_y to fit a KNeighborsRegressor from scikit-learn and use it to predict what user_001 might have rated Apollo 13 (1995).

Item-based or user-based

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