Instruction: Explain the concept of zero-shot learning and discuss its relationship with Transfer Learning, including potential applications and challenges.
Context: This question explores the candidate's knowledge of advanced topics in Transfer Learning, specifically the integration of zero-shot learning techniques to tackle tasks without labeled data.
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The way I'd approach it in an interview is this: Zero-shot learning is a form of transfer because the model uses knowledge learned from source data and objectives to perform a new target task without task-specific training examples. The model is...