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IBM watsonx Generative AI Engineer - Associate Sample Questions:
1. What is the key difference between zero-shot and few-shot prompting when used in generative AI models like IBM Watsonx?
A) Few-shot prompting requires a model to have pre-trained examples of the task, while zero-shot does not.
B) Zero-shot prompting provides feedback to the model during inference, while few-shot does not allow model feedback.
C) In zero-shot prompting, the model is fine-tuned before answering, but in few-shot prompting, no fine-tuning occurs.
D) Zero-shot prompting does not provide any examples in the prompt, while few-shot prompting includes multiple task examples.
2. In the context of AI governance, what is the most important aspect of managing model performance in a production environment to ensure compliance with regulatory and ethical guidelines?
A) Ensuring traceability of model decisions and providing auditability for each inference
B) Deploying the model only in secure, on-premises environments to prevent data breaches
C) Minimizing the model's inference time to optimize user experience
D) Maximizing the number of datasets the model is trained on to cover more use cases
3. A client has deployed a generative AI model to generate technical support responses for various issues in their product line. To improve the accuracy of the responses, they have been using tuned prompts for each type of technical issue (e.g., network issues, hardware failures). However, the client is concerned about occasional misclassifications when the prompts are reused across similar but distinct issues. They want to optimize the prompts to handle edge cases better without sacrificing the response speed.
What approach would be most appropriate for managing and optimizing these tuned prompts?
A) Leverage prompt chaining, where an initial general prompt narrows down the issue type, followed by a more specific tuned prompt for the final response.
B) Use a single general prompt, apply greedy decoding, and manually edit outputs for any misclassifications.
C) Use a single tuned prompt for each product category, apply top-p sampling, and rely on post-processing to correct any misclassifications.
D) Create highly specific prompts for each possible issue, fine-tune the model on each prompt, and prioritize correctness over speed.
4. When setting up a tuning experiment in IBM watsonx's Tuning Studio, which of the following best describes the process for optimizing a model's hyperparameters?
A) Set the learning rate to its maximum value to speed up the tuning process and reduce experimentation time.
B) Use automated hyperparameter search techniques such as grid search or random search to explore multiple configurations efficiently.
C) Manually adjust one hyperparameter at a time while keeping all other parameters constant to precisely identify its impact on performance.
D) All hyperparameters should be fixed at the default settings to ensure consistency across different experiments.
5. You are tasked with generating reproducible and consistent results for a particular GenAI model prompt during development and testing.
Which of the following is the primary model parameter to adjust in order to ensure that identical inputs produce identical outputs every time the model is run?
A) Temperature
B) Random Seed
C) Top-p (Nucleus Sampling)
D) Max Tokens
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: B |
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