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In this video tutorial, Brandon introduces the concept of log transformation in basic statistics, specifically for linear regression analysis. The log transformation helps reshape data to meet the assumptions of linear regression, aiming to make the data more normal for better performance. He mentions the importance of having normal data for the linear regression algorithm to work effectively. Skewed data with long tails on either side is illustrated, with the goal of transforming it to a more normal distribution. Brandon encourages viewers to watch previous videos in the series for a better understanding and concludes by inviting engagement through likes, comments, and subscriptions.