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Interactive C1000-185 Questions - C1000-185 Free Pdf Guide

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IBM watsonx Generative AI Engineer - Associate Sample Questions (Q102-Q107):

NEW QUESTION # 102
IBM Watsonx Tuning Studio offers several benefits when fine-tuning pre-trained models for specific tasks.
Which of the following is not a key benefit of using Tuning Studio?

  • A. Tuning Studio offers fine-tuning with minimal data, allowing users to adapt models to niche tasks without needing large datasets.
  • B. Tuning Studio allows selective parameter updates, reducing the need to retrain the entire model for each new task.
  • C. Tuning Studio enables real-time, dynamic adjustments to the model's architecture during inference to handle new tasks.
  • D. Tuning Studio integrates with existing AI infrastructure to streamline model fine-tuning without requiring complex deployment processes.

Answer: C


NEW QUESTION # 103
You are building a RAG system that integrates LlamaIndex for efficient document retrieval from a knowledge base containing millions of documents.
Which of the following is the most critical consideration for ensuring the system performs well at scale?

  • A. Configuring LlamaIndex to perform real-time indexing of incoming data streams to ensure the most up-to-date documents are always retrieved.
  • B. Adjusting LlamaIndex to prioritize documents that contain certain predefined keywords, optimizing retrieval for specific business terms.
  • C. Setting LlamaIndex to index only a small subset of the documents to minimize the time it takes to retrieve any relevant document.
  • D. Ensuring LlamaIndex generates unique embedding vectors for each document and storing them in an optimized vector database for quick lookups.

Answer: D


NEW QUESTION # 104
You are tasked with optimizing a prompt-tuned large language model (LLM) using IBM Watsonx for a customer service chatbot. The chatbot needs to handle a variety of tasks, such as answering frequently asked questions (FAQs), providing detailed product descriptions, and troubleshooting user issues.
What is the most appropriate task to focus on during the initial tuning experiment?

  • A. Focus on prompt-tuning the model for multi-turn dialogue to simulate more natural conversations.
  • B. Tune the model for text summarization, condensing user queries into shorter forms.
  • C. Fine-tune the model to generate product descriptions using longer contextual prompts.
  • D. Optimize the model for extractive question-answering from a predefined knowledge base.

Answer: D


NEW QUESTION # 105
In a RAG system, you need to select an appropriate retriever to fetch relevant documents from a large corpus before generating an answer. You are considering different types of retrievers, including embedding-based and keyword-based retrievers.
Which of the following describes a scenario where an embedding-based retriever using a vector database is the best choice?

  • A. When exact keyword matching is required, and synonyms or contextual understanding are irrelevant
  • B. When documents are labeled with metadata, and only metadata needs to be searched
  • C. When most of the queries consist of structured queries with precise Boolean operators and relational database-style searches
  • D. When retrieval must rely on semantic similarity between a query and documents, even if the exact words in the query don't appear in the document

Answer: D


NEW QUESTION # 106
Which prompt engineering strategy is most effective for reducing the risk of generating biased content in a generative AI model?

  • A. Including specific disclaimers or guidelines in the prompt instructing the model to avoid biased language.
  • B. Designing prompts that explicitly ask for balanced perspectives, such as "Provide both pros and cons of this issue."
  • C. Adjusting the model's temperature to a lower value to generate more deterministic and consistent outputs.
  • D. Using a larger number of examples in the prompt to steer the model towards safer and more neutral outputs.

Answer: B


NEW QUESTION # 107
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