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IBM watsonx Generative AI Engineer - Associate Sample Questions:

1. In IBM Watsonx's Prompt Lab, example input prompts can be used to improve the effectiveness of generated responses.
Which of the following best describes a key benefit of utilizing example input prompts in Prompt Lab?

A) Example input prompts help generate responses that are more aligned with the specific context or style intended by the user.
B) Example input prompts allow the model to learn new concepts and update its knowledge base dynamically.
C) Example input prompts guarantee consistency across all outputs, regardless of variability in user-provided data.
D) Example input prompts automatically adjust the model's training dataset for more accurate predictions.


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


3. You are implementing a RAG system and have chosen LlamaIndex to handle the document indexing process. Your system needs to retrieve relevant documents quickly and efficiently for large datasets.
What is the most important function of LlamaIndex in managing document retrieval?

A) LlamaIndex generates summaries of documents and uses these summaries for quick retrieval rather than the full document.
B) LlamaIndex transforms documents into high-dimensional embeddings and stores them in a vector database to enable fast semantic search.
C) LlamaIndex compresses the documents and stores them in a traditional SQL database to improve retrieval speed.
D) LlamaIndex creates keyword-based indexes of documents, optimizing for exact word matches rather than semantic search.


4. Which of the following factors is most likely to contribute to biased outputs in a generative AI system?

A) Repeatedly using the same prompt for multiple generations.
B) Prompt length that exceeds the model's context window.
C) Insufficient diversity in the training dataset used to train the model.
D) The use of too many input parameters in the prompt.


5. While preparing a fine-tuning project using IBM watsonx, you want to generate synthetic data via the User Interface (UI) to supplement your existing dataset.
Which of the following describes an option supported by IBM watsonx for synthetic data generation through the UI?

A) Using pre-built templates to generate domain-specific synthetic data
B) Directly modifying the architecture of the model to generate task-specific synthetic data
C) Manually coding data augmentation scripts within the UI
D) Uploading real-time streaming data for immediate synthetic generation


Solutions:

Question # 1
Answer: A
Question # 2
Answer: D
Question # 3
Answer: B
Question # 4
Answer: C
Question # 5
Answer: A

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