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Now, let's talk about the ethical considerations of **machine learning in credit scoring**. This is a crucial topic because, while ML offers incredible potential, it also raises important questions about fairness, transparency, and potential bias. One of the primary concerns is bias. If the training data contains biases (like if it underrepresents certain demographics), the ML model may perpetuate and lmzhSt Augustine Catholic Church even amplify these biases. This could lead to unfair outcomes for specific groups of applicants. Ensuring fairness requires careful attention to the data used to train the models and ongoing monitoring to detect and address any biases that may arise. Transparency is another critical aspect. Borrowers should understand why they were approved or denied credit. If the model is a
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