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Question 87/192
In a multimodal emotion recognition system, you are using both facial expressions and text messages as input. You observe that the model performs significantly better on individuals with clearly expressed facial emotions but poorly on individuals with subtle or masked facial expressions. Which of the following approaches would MOST directly address this bias?
Correct Answer: C
Adversarial training aims to make the model less sensitive to the intensity of the facial expression. By training an adversary to predict the expression intensity from the facial expression embeddings and then penalizing the main emotion recognition model for allowing the adversary to succeed, you force the facial expression encoder to focus on the underlying emotional content rather than the intensity of the expression. Training another Model for subtle emotions would be helpful, but adversarial training can tackle the model itself.
- Question List (192q)
- 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...
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- 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...
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- 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...
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- 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...
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- 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 ...
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- 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...
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- Question 88: You are developing a multimodal sentiment analysis model tha...
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