Instruction: Describe the technical and conceptual difficulties in combining different modalities, such as text and images, and how to overcome them.
Context: This question gauges the candidate's problem-solving skills and their adeptness at navigating the complexities of multimodal data integration.
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The way I'd explain it in an interview is this: Highly disparate data types differ in scale, structure, sampling rate, noise profile, and semantic meaning. Text, video, tabular metadata, and sensor streams do not naturally align, so the integration challenge is partly...