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In this video tutorial, Krishna discusses the basic difference between normalization and standardization in feature scaling. He explains the importance of understanding when to use each technique and which algorithm is best suited for each. Feature scaling is an integral part of feature engineering, and Krishna demonstrates the coding patterns for performing normalization and standardization in a small dataset. It is important to note that not every algorithm requires feature scaling.