Multiple Choice Flashcards on 01 AWS Certified AI Practitioner / 01 Fundament...

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Flashcard Practice AWS Certified AI Practitioner Multiple Choice

A startup needs an image classifier for a niche product category but has only a few thousand labeled images. Which approach can reduce training effort compared with training a large vision model from scratch?

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Use only random initialization and ignore all previously learned visual representations. Use reinforcement learning where the model receives a reward for each uploaded image. Use transfer learning from a model pretrained on a broad image dataset and fine-tune it on the product images. Convert each image filename into the only feature used by the classifier.

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