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* **Why it Matters:** Data augmentation is your secret weapon. By slightly modifying your training data, you can significantly improve the generalization ability of your network. For image-based Siamese networks, you might use techniques like rotations, translations, scaling, and adding noise. In text-based networks, you could use synonym replacement, back-translation, or random word insertions.
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* Include a variety of sources with different perspectives.