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  • The Crucial Role of Data Cleaning in Machine Learning5/2/2024 4:12:49 AM. Data cleaning is vital for machine learning models, ensuring accuracy by eliminating errors like missing values, outliers, duplicates, and noise, thus enhancing performance and fairness in predictions