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A study was conducted to predict breast cancer prognosis using supervised machine learning algorithms and deep learning. The results showed that deep learning using Human Gradient Descent Learning had the highest accuracy rate of 98.24%. The study also utilized explainable AI to interpret the model’s predictions and understand the impact of each feature.