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Multimodal AI Interview Questions | Buncho

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Python for AI/ML75 Machine Learning Fundamentals10 ML Algorithms0 ML System Design1 Deep Learning5 Statistics and Mathematics1 Generative AI and LLMs122 Embeddings13 RAG and Vector Databases47 AI Agents and Tool Calling50 MCP0 Multimodal AI29 LLM Evaluation and Testing27 AI Safety, Ethics, and Responsible AI36 AI System Design41 Fine-Tuning25 AI Infrastructure and Scalability29 LLM Gateways0 Production AI Engineering39 AI Engineering Case Studies15

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Multimodal AI interview questions

Vision-language models, speech and voice agents, image and video generation, and multimodal systems in production.

All topics565 Python for AI/ML75 Machine Learning Fundamentals10 ML Algorithms0 ML System Design1 Deep Learning5 Statistics and Mathematics1 Generative AI and LLMs122 Embeddings13 RAG and Vector Databases47 AI Agents and Tool Calling50 MCP0 Multimodal AI29 LLM Evaluation and Testing27 AI Safety, Ethics, and Responsible AI36 AI System Design41 Fine-Tuning25 AI Infrastructure and Scalability29 LLM Gateways0 Production AI Engineering39 AI Engineering Case Studies15

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29 problems

See how often each question is asked, and which companies asked it.Part of Buncho Pro.Unlock

TitleTopicTypeTimeAsked Companies Level

Not started1.How do vision-language models process images?Multimodal AI · Conceptual · 12 min

Asked %

Companies

Multimodal AI

Conceptual

12 min

Pro feature

Medium

Not started2.Cascaded ASR + LLM + TTS vs native speech-to-speech models: what are the trade-offs?Multimodal AI · System design · 12 minAsked %CompaniesMultimodal AISystem design12 minPro featurePro featureHard

Not started3.Explain multimodal fusion techniques: early fusion vs late fusion.Multimodal AI · Conceptual · 10 minAsked %CompaniesMultimodal AIConceptual10 minPro featurePro featureMedium

Not started4.What is turn-taking in a voice AI agent, and how does it detect when the user has finished speaking?Multimodal AI · Conceptual · 12 minAsked %CompaniesMultimodal AIConceptual12 minPro featurePro featureHard

Not started5.What are the challenges of real-time multimodal AI processing?Multimodal AI · Conceptual · 12 minAsked %CompaniesMultimodal AIConceptual12 minPro featurePro featureHard

Not started6.How does CLIP work, and why is it important for multimodal AI?Multimodal AI · Conceptual · 12 minAsked %CompaniesMultimodal AIConceptual12 minPro featurePro featureMedium

Not started7.What is speculative (preemptive) LLM generation in a voice agent, and how does it reduce latency?Multimodal AI · Conceptual · 10 minAsked %CompaniesMultimodal AIConceptual10 minPro featurePro featureHard

Not started8.How do you handle barge-in (user interruptions) in a voice agent?Multimodal AI · Practical exercise · 12 minAsked %CompaniesMultimodal AIPractical exercise12 minPro featurePro featureHard

Not started9.Your diffusion model generates sharp but repetitive images. How do you balance quality vs diversity?Multimodal AI · Case study · 12 minAsked %CompaniesMultimodal AICase study12 minPro featurePro featureHard

Not started10.What are multimodal AI models, how do they process different data types, and what are the key architectures?Multimodal AI · Conceptual · 14 minAsked %CompaniesMultimodal AIConceptual14 minPro featurePro featureMedium

Not started11.Your vision-language model generates factually incorrect image descriptions. How do you fix it?Multimodal AI · Case study · 14 minAsked %CompaniesMultimodal AICase study14 minPro featurePro featureHard

Not started12.How do you evaluate multimodal AI systems?Multimodal AI · Practical exercise · 14 minAsked %CompaniesMultimodal AIPractical exercise14 minPro featurePro featureHard

Not started13.Your diffusion model ignores precise control requirements in text prompts. How do you improve controllability?Multimodal AI · Case study · 14 minAsked %CompaniesMultimodal AICase study14 minPro featurePro featureHard

Not started14.How do image embeddings work?Multimodal AI · Conceptual · 10 minAsked %CompaniesMultimodal AIConceptual10 minPro featurePro featureMedium

Not started15.What are filler phrases in a voice agent, and how do they hide the latency of a tool call?Multimodal AI · Practical exercise · 8 minAsked %CompaniesMultimodal AIPractical exercise8 minPro featurePro featureEasy

Not started16.What is visual question answering (VQA)?Multimodal AI · Conceptual · 8 minAsked %CompaniesMultimodal AIConceptual8 minPro featurePro featureEasy

Not started17.Your multimodal LLM ignores the image and generates descriptions from text alone. How do you fix it?Multimodal AI · Case study · 12 minAsked %CompaniesMultimodal AICase study12 minPro featurePro featureHard

Not started18.Your VLM answers single-image questions but fails on multi-page documents. How do you fix it?Multimodal AI · Case study · 14 minAsked %CompaniesMultimodal AICase study14 minPro featurePro featureHard

Not started19.How do you handle video understanding with AI?Multimodal AI · Practical exercise · 14 minAsked %CompaniesMultimodal AIPractical exercise14 minPro featurePro featureHard

Not started20.How does sentence chunking reduce the latency of a voice agent?Multimodal AI · Practical exercise · 10 minAsked %CompaniesMultimodal AIPractical exercise10 minPro featurePro featureMedium

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