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Credit Card Fraud Detection Using Machine Learning Algorithm. Credit card companies shall be able to recognize fraudulent credit card transactions so that customers are not charged for items that they did not purchase. In this module, we are going to implement machine learning based Credit Card Fraud Detection.analyse the data, create the features and labels and finally apply one of the ML algorithms to judge the nature of transaction as being fraud or not.