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IBM C1000-185 Exam Syllabus Topics:

SectionObjectives
Prompt Engineering- Few-shot and zero-shot prompting
- Prompt tuning and optimization strategies
- Prompt design techniques
Retrieval-Augmented Generation (RAG)- Vector databases and embeddings
- Grounding and hallucination mitigation
- Document ingestion and retrieval pipelines
Foundations of Generative AI- Large Language Models (LLMs) fundamentals
- Transformer architecture overview
- Tokenization and embeddings
Model Evaluation and Governance- Evaluation metrics for LLMs
- Model monitoring and lifecycle management
- Bias, fairness, and responsible AI
IBM watsonx.ai and Platform Capabilities- Prompt Lab usage and tooling
- watsonx.ai core features
- Model selection and deployment workflows

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) Zero-shot prompting provides feedback to the model during inference, while few-shot does not allow model feedback.
B) Few-shot prompting requires a model to have pre-trained examples of the task, while zero-shot does not.
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 Generative AI (GenAI), various embedding models are used to represent textual data.
Which of the following best describes the difference between Word2Vec, BERT, and Sentence-BERT embedding models?

A) Word2Vec creates static word embeddings, BERT generates dynamic embeddings based on context, and Sentence-BERT produces embeddings specifically optimized for sentence-level tasks like semantic similarity.
B) Word2Vec uses a transformer architecture for embedding generation, whereas BERT and Sentence-BERT use neural networks to model context.
C) Word2Vec captures both word and sentence meanings in a single vector space, BERT generates only word embeddings, and Sentence-BERT generates embeddings for entire documents.
D) Word2Vec captures contextual relationships between words, while BERT and Sentence-BERT generate sentence-level embeddings based on the overall document length.


3. You are tasked with deploying a custom prompt template in an enterprise environment.
What is the most critical first step in defining the deployment lifecycle to meet client needs?

A) Establish a model selection strategy for each prompt template
B) Define the monitoring and feedback mechanisms for the prompt's performance
C) Identify the operational requirements and business constraints
D) Deploy the prompt template directly to production to get rapid feedback


4. When deploying a machine learning model in a highly regulated industry (e.g., healthcare or finance), which strategy is most effective to ensure ongoing model performance while adhering to AI governance standards?

A) Deploy the model with hard-coded rules to ensure it does not drift from expected behavior
B) Ensure model interpretability is maximized by simplifying the architecture to a linear model
C) Implement a model performance monitoring framework with fairness and bias detection metrics
D) Perform real-time continuous training of the model using live data from the production environment


5. You are tasked with generating high-quality responses from a large language model for a customer support application. You want to minimize the amount of provided examples while ensuring that the model generates relevant and specific answers.
Which of the following statements best differentiates between zero-shot and few-shot prompting in this context? (Select two)

A) In zero-shot prompting, the model's response is generated purely based on pre-trained knowledge and the structure of the task, while in few-shot prompting, the examples provided offer the model additional context.
B) Zero-shot prompting does not require any examples in the input prompt, while few-shot prompting uses a limited number of examples to guide the model's response.
C) ct selection
D) Few-shot prompting involves fine-tuning the model on a specific dataset before generating output, whereas zero-shot prompting uses pre-trained knowledge without additional fine-tuning.
E) Zero-shot prompting is better suited for tasks requiring domain-specific knowledge, while few-shot prompting is better for general knowledge tasks.
F) Few-shot prompting improves model performance for unfamiliar tasks by fine-tuning weights based on examples, while zero-shot prompting leaves the model weights unchanged.


Solutions:

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

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