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Neural networks were utilized for diverse classification tasks, such as predicting breast cancer malignancy and classifying handwritten digits in the MNIST dataset. Both projects demonstrated the effectiveness of neural networks in medical diagnosis and image recognition using ReLU and sigmoid activations.