medical statements. Which of the following best describes a key principle of Responsible AI in Oracle Cloud Infrastructure (OCI) AI portfolio?
Explanation: The OCI AI Vision Service uses pre-trained models to classify objects within images without the need for custom training. This capability allows businesses to implement automated image classification efficiently. Which Oracle Cloud Infrastructure (OCI) AI service would you use to extract structured data from unstructured text in documents such as invoices or contracts?
generative language model. The goal is to make the chatbot better understand and respond to customer inquiries specific to your company's product catalog and policies. You want to fine -tune an existing pre - trained language model using your company's internal dataset, which includes FAQs, customer interactions, and support tickets. Your manager asks you about the best approach to fine-tune this model and any considerations you should keep in mind regarding data preparation and overfitting. What is the most appropriate approach to fine -tune the pre -trained large language model (LLM) to better serve the company’s specific needs?
C. Pooling layers reduce the spatial dimensions of the feature maps, helping to reduce computational complexity and prevent overfitting. D. Pooling layers normalize the pixel values of the input image to ensure uniformity before further processing. Explanation: The main purpose of applying a pooling layer after a convolutional layer in a CNN architecture is to reduce the spatial dimensions of the feature maps. This reduction helps decrease computational complexity and prevents overfitting by summarizing the presence of features in regions of the feature map. Your organization wants to leverage OCI Generative AI services to create personalized marketing content, such as emails, social media posts, and product descriptions, tailored to different customer segments. The content must be creative and unique while reflecting the company's brand tone and voice. Which approach would be the most effective when using OCI Generative AI to ensure that the generated content aligns with your company’s specific requirements?
offering grammatically accurate transcriptions, supporting multiple languages, and providing timestamped outputs. These capabilities are built to be accessible to a broad range of users, making speech -to-text conversion seamless and straightforward without the need for deep technical expertise. How does Oracle Cloud Infrastructure Document Understanding service facilitate business processes?
Explanation: A key challenge when fine-tuning a Large Language Model (LLM) using a small dataset is that the model is likely to overfit to the small dataset. This means it may learn to memorize the training data instead of generalizing well to new, unseen examples. Which of the following services are part of the Oracle Cloud Infrastructure (OCI) AI Portfolio? (Select two)