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In this video tutorial on basic statistics, Brandon introduces the concept of log transformation to reshape data for linear regression. He emphasizes the importance of normal data for better algorithm performance. Right skewed data has a long right tail, while left skewed data has a long left tail. Linear regression benefits from data normalization. Watch prior videos before proceeding. Like, comment, and subscribe for more content.