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Collaborative filtering predicts your preferences by comparing your tastes with similar users, much like asking friends for movie recommendations.
Linear regression is a simple machine learning tool that finds a best-fit straight line to make predictions based on observed data patterns.
Unsupervised learning explores unlabeled data to find hidden patterns and groupings autonomously, without prior guidance.