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In this video tutorial on basic statistics, Brandon introduces the concept of log transformation to reshape data for optimal linear regression. He emphasizes the importance of understanding prior videos in the series. The goal of transformation in linear regression is to normalize the data for better algorithm performance. Visual examples of right and left skewed data are provided to illustrate the concept. Like, comment, and subscribe for more content.