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In this video tutorial, Krishna introduces the basic difference between normalization and standardization, which are integral to feature scaling in feature engineering. He explains the importance of understanding when to use each technique and which algorithms they are best suited for. Additionally, he demonstrates how to code and perform normalization and standardization in a simple dataset. It is emphasized that feature scaling is not required for every algorithm.