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The text discusses various examples of machine learning applications, from classifying hot dogs to predicting stock market movements. It highlights the challenge of classifying new objects not seen before, contrasting with humans who can easily recognize unfamiliar objects. The focus is on training computers to perform this type of classification, known as one shot or zero-shot learning.