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IBM watsonx Generative AI Engineer - Associate Sample Questions (Q332-Q337):
NEW QUESTION # 332
You are tasked with developing a customer support system for an e-commerce platform using the Retrieval-Augmented Generation (RAG) pattern. The system needs to retrieve relevant information from a large database of product specifications, user manuals, and FAQs. You decide to use LangChain for constructing the pipeline and SingleStore as the backend for storing and querying the document embeddings. The objective is to efficiently retrieve semantically similar documents and use them as input for a generative model that crafts human-like responses.
Which of the following steps best describes the correct implementation of the RAG pattern using LangChain and SingleStore for this customer support system?
- A. Use LangChain to generate embeddings and directly store the generated responses in SingleStore without any retrieval mechanism.
- B. Store the pre-trained generative model's parameters in SingleStore and use LangChain to retrieve embeddings from the database for training the model.
- C. Use LangChain to create an LLM chain that integrates with SingleStore for embedding retrieval, where the retrieved documents are used as context for generating responses.
- D. Use LangChain to fine-tune the generative model, then store the embeddings in SingleStore, and use SQL queries to retrieve documents based on exact keyword matches.
Answer: C
NEW QUESTION # 333
A team is implementing a Retrieval-Augmented Generation (RAG) system for document search and retrieval. Their goal is to enable users to retrieve contextually relevant documents from a large, unstructured text corpus. They are considering using a vector database to handle this task.
In which scenario is a vector database the most appropriate choice for storing and retrieving documents?
- A. When documents need to be retrieved based on semantic similarity to the user's query, even if the exact terms are not matched.
- B. When the system must support real-time updates and frequent data modifications, ensuring that query results always reflect the latest state of the data.
- C. When all documents are structured and can be queried using traditional SQL queries, focusing on specific fields and categories.
- D. When exact match search is required, such as finding documents containing specific keywords or phrases.
Answer: A
NEW QUESTION # 334
You are working on a large-scale enterprise application using IBM watsonx and need to ensure that different versions of your generative AI model prompts are properly managed for deployment.
Which of the following is the most appropriate action when planning the deployment of prompt versions?
- A. Store all prompt versions directly in the model's code repository, updating the main branch with each new version.
- B. Embed the prompt version directly into the API request body so that the deployed model can select the correct prompt dynamically at runtime.
- C. Keep prompt versions in an external document management system and manually track which versions are deployed in the application.
- D. Use a deployment space in IBM watsonx to version your prompts, assigning unique tags to each version and ensuring rollback capabilities.
Answer: D
NEW QUESTION # 335
You are using IBM Watsonx to control the randomness of a language model's output by adjusting the top-k parameter.
What happens when you reduce the top-k value from 50 to 5 during text generation?
- A. Lowering the top-k value forces the model to generate shorter outputs by limiting the number of tokens available for selection.
- B. The model will now consider only the top 5 most probable tokens at each step, making the output more deterministic and focused.
- C. Reducing the top-k value reduces the model's ability to predict rare or uncommon words, leading to less accurate outputs.
- D. Reducing the top-k value increases the temperature of the model, making the outputs more creative and diverse.
Answer: B
NEW QUESTION # 336
Your company is working on deploying a Watsonx Generative AI model for a client, and you have been asked to define the roles involved in the deployment process.
Which of the following roles is responsible for ensuring that the model is properly integrated into the client's existing systems and that data pipelines are established for continuous model improvement?
- A. DevOps Engineer
- B. Solution Architect
- C. Data Engineer
- D. Data Scientist
Answer: B
NEW QUESTION # 337
......
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