The diagram for traditional programming had Rules and Data In, but what came out?

Exactly! Machine learning algorithms build a model based on sample data, known as "training data", in order to make predictions or decisions without being explicitly programmed to do so.

Why does the DNN for Fashion MNIST have 10 output neurons?

Exactly! There are 10 output neurons because we have 10 classes of clothing in the dataset. These should always match.

When using Image Augmentation with the ImageDataGenerator, what happens to your raw image data on-disk.

That is, in fact, true. Nothing happens.

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Convolutional Neural Networks in TensorFlow

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