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In this YouTube tutorial, Krishna discusses the basic difference between normalization and standardization in feature scaling for machine learning. He explains when to use each technique and which algorithms they are best suited for. Feature scaling is important in feature engineering, and understanding normalization and standardization coding patterns is essential. It is not necessary to apply feature scaling to every algorithm.