Multimodal interview questions.
A curated set of 12 questions that repeatedly exercise Multimodal concepts in AI/ML interviews.
Design an end-to-end image-and-text pipeline to predict document aspect ratio.ML System Design · hard · Evidence 77/100Explain Transformer fundamentals for a multimodal role.GenAI & LLM · medium · Evidence 75/100Explain BLIP-2 at a high level.GenAI & LLM · hard · Evidence 75/100Design Gun-Violence Video ModerationML System Design · hard · Evidence 66/100Design Text-to-Image SearchML System Design · hard · Evidence 66/100How would you model structured and unstructured signals from the same document?ML System Design · hard · Evidence 41/100How would you fuse image and text representations for a document model?GenAI & LLM · hard · Evidence 41/100How would you monitor distribution drift in a multimodal model?ML System Design · hard · Evidence 41/100When would you use a multimodal model instead of separate unimodal models?GenAI & LLM · medium · Evidence 41/100How would you construct labels for a multimodal document prediction task?ML System Design · medium · Evidence 41/100How would you handle a missing image or missing text modality at inference time?ML System Design · hard · Evidence 41/100Design Hashtag-to-Video RelevanceML System Design · hard · Evidence 34/100