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In this video from Normalized Nerd, the creator talks about feature scaling and normalization. They explain that feature scaling is the process of adjusting the scale of a feature by performing operations like dividing or subtracting values. By dividing every value of a continuous feature by 2, the histogram is shrunk, demonstrating feature scaling in action. The creator also shows an example of subtracting 7 from values and then dividing by 2. This process helps to clear up misconceptions about feature scaling and normalization.