You are developing an application to provide real-time language translation and sentiment analysis on customer feedback recordings. Which OCI AI services should you integrate to achieve both functionalities?
B. Oracle 23ai only focuses on improving the performance of existing AI models, not creating new generative AI models C. Oracle 23ai operates independently of OCI, requiring no integration with cloud services to build or manage generative AI models D. Oracle 23ai provides out-of-the-box generative AI models that automatically fine-tune themselves based on incoming data without user intervention Explanation: A key advantage of Oracle 23ai within Oracle Cloud Infrastructure's (OCI) Generative AI offerings is that it integrates with OCI to allow organizations to deploy custom -trained generative AI models at scale while maintaining security and compliance. This integration facilitates secure and compliant deployments of tailored AI solutions. Which of the following statements best explains how OCI Generative AI services integrate with Oracle 23aI to create business applications with enhanced natural language capabilities?
long-range dependencies. B. The self-attention mechanism processes each word independently of others, ensuring that the model treats all words equally regardless of their position in the sentence. C. Self-attention assigns higher importance to words that appear more frequently in a sentence, making them more likely to influence the final output. D. The self-attention mechanism only considers adjacent words when calculating relationships, which is why it struggles with sentences that have complex structures or long -distance relationships between words. Explanation: The self-attention mechanism in a Transformer model enables the model to focus on relevant words in the entire input sequence by calculating attention scores between each word and every other word, which helps capture long -range dependencies. This allows the model to understand relationships between words, such as pronouns and their corresponding nouns, even when they are far apart in a sentence. Your team is building a customer support solution for an e -commerce platform. The solution will automatically analyze customer reviews and support tickets to determine the most common customer complaints. The goal is to categorize and analyze the sentiment of the text to provide insights to your support team. Your project is running on Oracle Cloud Infrastructure (OCI), and you're looking for an AI service that can handle this textual data efficiently, providing pre-built models for sentiment analysis and entity extraction. You want the ability to easily integrate these capabilities without worrying about underlying infrastructure management. Which OCI AI service should you use to implement this feature?
B. OCI Virtual Cloud Network (VCN) C. OCI Autoscaling for GPU Instances D. OCI Monitoring Service Explanation: The feature of OCI AI Infrastructure that allows organizations to ensure full utilization of their GPU or CPU instances for high -performance AI tasks, through real -time monitoring and scaling based on workload requirements, is OCI Autoscaling for GPU Instances. This feature helps optimize resource usage and performance in AI applications. Which service from the Oracle Cloud Infrastructure (OCI) AI portfolio is best suited for enabling developers to build, deploy, and manage machine learning models with minimal infrastructure management?
Networks (RNNs) is that LSTMs can learn both short -term and long -term dependencies by using special memory cells and gating mechanisms. This capability allows LSTMs to effectively retain information over longer sequences, addressing the vanishing gradient problem commonly faced by standard RNNs. In the context of Large Language Models (LLMs) and Generative AI, which of the following is the primary function of the Transformer architecture?
➢ TOTAL QUESTIONS:300 What is the key feature of Recurrent Neural Networks (RNNs)?
