Problem: Using a dataset of user-movie ratings (e.g., from IMDb or Kaggle's MovieLens dataset), construct a user-item rating matrix where rows represent users and columns represent movies. Solve the following: • Apply Matrix Factorization to predict missing ratings using Singular Value Decomposition (SVD). • Reconstruct the original matrix and calculate the Frobenius norm of the difference. • Identify the top 5 movies recommended for a specific user based on predicted ratings. Data Source: Kaggle MovieLens Dataset or IMDb user ratings.
Problem: Using a dataset of user-movie ratings (e.g., from IMDb or Kaggle's MovieLens dataset), construct a user-item rating matrix where rows represent users and columns represent movies. Solve the following: • Apply Matrix Factorization to predict missing ratings using Singular Value Decomposition (SVD). • Reconstruct the original matrix and calculate the Frobenius norm of the difference. • Identify the top 5 movies recommended for a specific user based on predicted ratings. Data Source: Kaggle MovieLens Dataset or IMDb user ratings.
College Algebra (MindTap Course List)
12th Edition
ISBN:9781305652231
Author:R. David Gustafson, Jeff Hughes
Publisher:R. David Gustafson, Jeff Hughes
Chapter6: Linear Systems
Section6.2: Guassian Elimination And Matrix Methods
Problem 81E
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Transcribed Image Text:Problem:
Using a dataset of user-movie ratings (e.g., from IMDb or Kaggle's MovieLens dataset), construct a
user-item rating matrix where rows represent users and columns represent movies. Solve the
following:
•
Apply Matrix Factorization to predict missing ratings using Singular Value Decomposition (SVD).
•
Reconstruct the original matrix and calculate the Frobenius norm of the difference.
•
Identify the top 5 movies recommended for a specific user based on predicted ratings.
Data Source: Kaggle MovieLens Dataset or IMDb user ratings.
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