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Multimodal item embeddings: text, image, video and attributes

How would you build item embeddings from text, images/video and categorical/numerical attributes under real serving constraints?

Answer as you would in an interview

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Multimodal item embeddings: text, image, video and attributes — interview question — ML Mentor