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Exam Code:	NCA-GENM
Exam Name:	NVIDIA Generative AI Multimodal
Certification Provider:	NVIDIA
Free Question Number:	192
Version:	v2025-09-05
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# of Questions views:	6711
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Exam Question List: Question 1: You are working on a multimodal emotion recognition system t...; Question 2: You are working on a generative A1 model that creates descri...; Question 3: Consider the following code snippet used within a U-Net arch...; Question 4: Which statistical method is most appropriate for evaluating ...; Question 5: When deploying a multimodal Generative A1 model for a real-t...; Question 6: You're building a multimodal model that takes an image and a...; Question 7: You are training a multimodal Generative A1 model for genera...; Question 8: You are optimizing a multimodal model for deployment on an e...; Question 9: You are building a multimodal emotion recognition system tha...; Question 10: You are tasked with evaluating a text-to-video generation mo...; Question 11: You're tasked with building a system that generates personal...; Question 12: You are working on a multimodal model for video captioning, ...; Question 13: When training a multimodal model with both text and image da...; Question 14: Consider the following code snippet which aims to create a c...; Question 15: When working with geospatial data in conjunction with text d...; Question 16: You're evaluating the performance of a video captioning mode...; Question 17: You are building a multimodal generative AI model to create ...; Question 18: You are tasked with integrating a CLIP model into your appli...; Question 19: You have trained a multimodal model to generate descriptions...; Question 20: You're working with a multimodal model that fuses text and i...; Question 21: You're fine-tuning a pre-trained multimodal model for a spec...; Question 22: Consider the following code snippet used for creating a mult...; Question 23: Consider a scenario where you want to use a Transformer mode...; Question 24: You're tasked with building a model that can generate recipe...; Question 25: You are fine-tuning a large pre-trained language model for a...; Question 26: You are building a generative AI model that creates realisti...; Question 27: Which of the following evaluation metrics is MOST appropriat...; Question 28: You are building a Generative Adversarial Network (GAN) to g...; Question 29: You are working on a project that involves generating music ...; Question 30: You are working with a multimodal model that combines text a...; Question 31: You have trained a multimodal model for visual question answ...; Question 32: You are building a conditional GAN (cGAN) to generate images...; Question 33: Consider the following PyTorch code snippet intended for tra...; Question 34: You are working on a multimodal sentiment analysis task wher...; Question 35: A financial institution aims to detect fraudulent transactio...; Question 36: You are building a multimodal model to classify news article...; Question 37: You have developed a multimodal model that predicts stock pr...; Question 38: You're working on a multimodal AI system that combines text ...; Question 39: You are fine-tuning a pre-trained Generative A1 model for a ...; Question 40: Consider the following Python code snippet used for processi...; Question 41: You're developing an Avatar Cloud Engine (ACE) application t...; Question 42: You are training a multimodal generative A1 model for image ...; Question 43: You are working with a large dataset of images for training ...; Question 44: Which of the following are potential benefits of using multi...; Question 45: You are working with a dataset of handwritten digits and tra...; Question 46: When evaluating a multimodal generative model, which of the ...; Question 47: Consider this Python code snippet using PyTorch:...; Question 48: A multimodal A1 model is trained on a dataset containing bia...; Question 49: You are tasked with integrating a CLIP model into your appli...; Question 50: Which of the following are key challenges specific to traini...; Question 51: You're developing a multimodal A1 system that takes image da...; Question 52: Consider a generative AI model that combines text and audio ...; Question 53: You're tasked with building a system that can generate reali...; Question 54: Which of the following is NOT a common challenge in training...; Question 55: You are building a multimodal generative A1 model that creat...; Question 56: You're training a conditional GAN (cGAN) to generate images ...; Question 57: You are developing a system to automatically generate image ...; Question 58: You are building a multimodal model to generate realistic di...; Question 59: You're developing a real-time multimodal A1 system that proc...; Question 60: You're training a multimodal model to generate 3D models fro...; Question 61: You're working with a client to develop a generative A1 mode...; Question 62: You are building a multimodal model that combines text and i...; Question 63: You are developing a text-to-image generative model and want...; Question 64: You are building an image generation pipeline that leverages...; Question 65: You are tasked with deploying a generative A1 model using NV...; Question 66: When training a multimodal generative model for image captio...; Question 67: Explain the role of Tensor Cores and mixed-precision trainin...; Question 68: Which of the following loss functions is MOST suitable for t...; Question 69: You are evaluating two different generative A1 model archite...; Question 70: A self-driving car uses multimodal data (camera images, LiDA...; Question 71: Consider a multimodal dataset containing text, images, and c...; Question 72: You have a dataset of customer reviews for a Generative A1 s...; Question 73: You are developing a multimodal system for medical diagnosis...; Question 74: You're designing a generative A1 system to create realistic ...; Question 75: You are working with a multimodal dataset containing images ...; Question 76: You're developing a system that translates spoken language i...; Question 77: Consider a scenario where you're training a generative A1 mo...; Question 78: Consider the following Python code snippet, which attempts t...; Question 79: You are tasked with optimizing a multimodal model that combi...; Question 80: You are tasked with building a multimodal generative AI mode...; Question 81: You are training a text-to-image diffusion model and observe...; Question 82: You're training a multimodal model for image and text retrie...; Question 83: You're using a pre-trained multimodal model that combines vi...; Question 84: You are building a system that translates sign language vide...; Question 85: Consider the following PyTorch code snippet used for trainin...; Question 86: You are using a pre-trained language model for text classifi...; Question 87: In a multimodal emotion recognition system, you are using bo...; Question 88: You are developing a multimodal sentiment analysis model tha...; Question 89: You are building a multimodal model that takes images and te...; Question 90: Consider a scenario where you're building a multimodal model...; Question 91: You are tasked with evaluating the scalability of a multimod...; Question 92: When building a multimodal model using transformers, you obs...; Question 93: You have a text-to-image model deployed using Triton Inferen...; Question 94: Consider a scenario where you are building an autoencoder us...; Question 95: Which of the following NVIDIA tools or SDKs can MOST effecti...; Question 96: You are training a multimodal model to predict stock prices ...; Question 97: You are experimenting with different loss functions for trai...; Question 98: You are building a Generative A1 model that generates captio...; Question 99: You are building a multimodal application that takes an imag...; Question 100: You are training a conditional generative model to generate ...; Question 101: When using prompt engineering with text-to-image models, whi...; Question 102: A research team has developed a novel multimodal model that ...; Question 103: Consider a multimodal generative A1 model that produces imag...; Question 104: You are working with a large multimodal dataset that contain...; Question 105: You are tasked with deploying a generative A1 model for imag...; Question 106: You're training a model to generate code snippets from natur...; Question 107: You are developing a multimodal generative model that takes ...; Question 108: Consider a scenario where you are developing a multimodal mo...; Question 109: You are fine-tuning a pre-trained large language model (LLM)...; Question 110: You are developing a generative A1 model for medical image s...; Question 111: Consider a scenario where you are developing a multimodal A1...; Question 112: You are building a system that takes an image of a scene and...; Question 113: You are tasked with fine-tuning a pre-trained multimodal mod...; Question 114: You are building a multimodal generative A1 system that crea...; Question 115: You're building a multimodal model that takes images and tex...; Question 116: Which of the following are valid techniques for fusing multi...; Question 117: You are developing a multimodal AI model that processes both...; Question 118: You are tasked with building a multimodal A1 system that can...; Question 119: Which of the following are potential solutions to mitigate t...; Question 120: You're developing a system that analyzes video footage and g...; Question 121: You are developing a system to generate captions for videos....; Question 122: You are tasked with building a multimodal generative A1 mode...; Question 123: You are using the Stable Diffusion model for image generatio...; Question 124: You're training a multimodal model for generating stories fr...; Question 125: You are developing a system that uses a generative A1 model ...; Question 126: You are working on a project that involves generating realis...; Question 127: You're developing a multimodal model that takes both image a...; Question 128: You are tasked with deploying a generative A1 model trained ...; Question 129: Consider a scenario where you are using a pre-trained multim...; Question 130: You are building a system to generate captions for images. Y...; Question 131: You are evaluating a multimodal model that generates descrip...; Question 132: You are working with a multimodal model that combines text a...; Question 133: You're training a multimodal model on text, image, and audio...; Question 134: You are building a multimodal Generative A1 system to genera...; Question 135: You are fine-tuning a pre-trained multimodal model for a spe...; Question 136: You are tasked with evaluating a multimodal A1 model that co...; Question 137: You are developing a system that uses multimodal data (image...; Question 138: You are tasked with building a system that can generate capt...; Question 139: You are tasked with evaluating the trustworthiness of a mult...; Question 140: You are developing a multimodal model that combines time-ser...; Question 141: Consider the following scenario: You are building a multimod...; Question 142: You are tasked with monitoring a deployed multimodal model t...; Question 143: You are training a Generative Adversarial Network (GAN) to g...; Question 144: You are working with a multimodal dataset containing medical...; Question 145: You're building a multimodal model that takes images and tex...; Question 146: You are tasked with deploying a generative A1 model for imag...; Question 147: You're developing a system to generate realistic 3D models f...; Question 148: You are building a real-time multimodal system that processe...; Question 149: You are building a multimodal Generative AI system to genera...; Question 150: You are tasked with building a system that generates realist...; Question 151: You are building a multimodal model that combines text and i...; Question 152: Consider a multimodal dataset containing patient records: te...; Question 153: You are developing a virtual assistant using NVIDIAACE. You ...; Question 154: You are building a video summarization system that uses both...; Question 155: You are tasked with building a system that generates realist...; Question 156: A financial institution is developing a multimodal A1 system...; Question 157: Consider the following code snippet that uses the NVIDIA cuB...; Question 158: Consider the following Python code snippet utilizing the Hug...; Question 159: You're training a VQA (Visual Question Answering) model. Dur...; Question 160: Consider a multimodal generative model trained on a dataset ...; Question 161: You are analyzing a dataset of customer reviews for a Genera...; Question 162: You are building a system that uses a Generative A1 model th...; Question 163: Which of the following Python code snippets correctly demons...; Question 164: You are training a multimodal model that combines text and i...; Question 165: You are developing a generative A1 model to create music bas...; Question 166: You're building a system that generates images from text des...; Question 167: You have a large dataset of images and text descriptions. Yo...; Question 168: Consider this python code using PyTorch. What will be the ou...; Question 169: You are working on a project to classify images of different...; Question 170: You're working on a project involving multimodal transfer le...; Question 171: You are fine-tuning a pre-trained language model for a speci...; Question 172: You are developing a multimodal model that takes both images...; Question 173: Given the following code snippet using NVIDIA Triton Inferen...; Question 174: You are building a multimodal application that takes an imag...; Question 175: You are working on a Generative A1 project that involves ana...; Question 176: You're building an application utilizing NVIDIA ACE to creat...; Question 177: You are fine-tuning a pre-trained multimodal model for a vis...; Question 178: You're training a large language model (LLM) and notice that...; Question 179: You are designing a IJ-Net architecture for semantic segment...; Question 180: Consider the following scenario: You're training a GAN for g...; Question 181: In the context of multimodal data analysis, which of the fol...; Question 182: Which of the following techniques are commonly used to addre...; Question 183: You are working on a project involving generating photoreali...; Question 184: You're analyzing the performance of a generative A1 model th...; Question 185: You are using NeMo to fine-tune a pre-trained language model...; Question 186: You are building a multimodal AI system that generates 3D mo...; Question 187: Consider the following Python code snippet using PyTorch. Wh...; Question 188: You are deploying a Riva-based speech-to-text service in a p...; Question 189: You are deploying a multimodal Generative A1 model on a clou...; Question 190: You're training a Generative Adversarial Network (GAN) to ge...; Question 191: Which of the following is the MOST important factor in ensur...; Question 192: You are working on a project that involves analyzing custome...

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