Instruction: Explain how transfer learning can be leveraged in multimodal AI systems and the potential benefits it offers.
Context: Candidates should demonstrate understanding of transfer learning concepts and how they can be applied to enhance multimodal AI models by leveraging pre-learned representations.
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The way I'd explain it in an interview is this: Transfer learning is especially useful in multimodal AI because large labeled multimodal datasets are expensive. Pretrained encoders for text, vision, or audio often provide strong starting points that can be combined...