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IBM C1000-185 Exam Syllabus Topics:

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

IBM watsonx Generative AI Engineer - Associate Sample Questions:

Question #1

You want a generative AI model to summarize a lengthy text in one sentence. You provide the following prompt: "Summarize the following paragraph in one sentence: 'Artificial intelligence (AI) is the simulation of human intelligence in machines that are programmed to think and learn. The field of AI includes everything from speech recognition to problem-solving and robotics.'" No prior examples are given.
What type of prompting is being used, and what are the expectations?

  • A. Few-shot prompting, but the model will likely struggle without a few examples of summaries provided.
  • B. Zero-shot prompting, with the expectation that the model can summarize common concepts like AI due to pre-training.
  • C. Zero-shot prompting, but it requires the addition of a few examples for the model to generate a summary.
  • D. Zero-shot prompting, but the model may fail without detailed instructions on what aspects of the text to focus on.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Question #2

You are implementing a RAG system that uses vector embeddings to retrieve relevant information from a large corpus of documents. To store and efficiently query the vector embeddings, you need to choose a suitable vector database.
Which of the following is a key capability that a vector database must support to ensure efficient retrieval in this context?

  • A. Built-in support for Approximate Nearest Neighbor (ANN) search algorithms
  • B. The ability to store and query data only in JSON format
  • C. Automatic generation of vector embeddings from raw text data
  • D. The ability to store sparse vectors instead of dense vectors
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #3

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. Uploading real-time streaming data for immediate synthetic generation
  • B. Using pre-built templates to generate domain-specific synthetic data
  • C. Manually coding data augmentation scripts within the UI
  • D. Directly modifying the architecture of the model to generate task-specific synthetic data
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Question #4

When optimizing the tuning process in IBM watsonx Tuning Studio, what is the main purpose of fine-tuning metering options?

  • A. To track the computational cost and time for fine-tuning models based on resource consumption.
  • B. To limit the number of iterations allowed for model training.
  • C. To enforce stricter thresholds for model accuracy in order to ensure high precision.
  • D. To monitor the effectiveness of early stopping techniques applied during training.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #5

You are building a chatbot using a generative AI model for a medical advice platform. During testing, you notice that the model occasionally generates medical information that contradicts established guidelines. This is an example of a model hallucination.
Which prompt engineering technique would best mitigate the risk of hallucination in this scenario?

  • A. Increasing the model's temperature parameter
  • B. Implementing zero-shot learning techniques
  • C. Providing a list of credible sources in the prompt
  • D. Using more open-ended prompts
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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