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units/loss.md
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## Extended Reading
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* [Softmax Regression](https://d2l.ai/chapter_linear-networks/softmax-regression.html)
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-* [Fashion MNIST](https://d2l.ai/chapter_linear-networks/fashion-mnist.html)
+* [Fashion MNIST](https://d2l.ai/chapter_linear-networks/image-classification-dataset.html)
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* [Softmax Regression from scratch](https://d2l.ai/chapter_linear-networks/softmax-regression-scratch.html)
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* [Softmax Regression - concise version](https://d2l.ai/chapter_linear-networks/softmax-regression-gluon.html)
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