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IBM C1000-185 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Model Evaluation and Governance | - Evaluation metrics for LLMs - Bias, fairness, and responsible AI - Model monitoring and lifecycle management |
| Retrieval-Augmented Generation (RAG) | - Vector databases and embeddings - Document ingestion and retrieval pipelines - Grounding and hallucination mitigation |
| Prompt Engineering | - Prompt tuning and optimization strategies - Few-shot and zero-shot prompting - Prompt design techniques |
| IBM watsonx.ai and Platform Capabilities | - Model selection and deployment workflows - Prompt Lab usage and tooling - watsonx.ai core features |
| Foundations of Generative AI | - Large Language Models (LLMs) fundamentals - Transformer architecture overview - Tokenization and embeddings |
IBM watsonx Generative AI Engineer - Associate Sample Questions:
Question 1
In the context of the decoding process for generative AI models in IBM Watsonx, what is the main characteristic of greedy decoding?
A. Greedy decoding always selects the token with the lowest probability to encourage diversity in the generated response.
B. Greedy decoding generates multiple possible sequences and selects the most grammatically correct one based on predefined rules.
C. Greedy decoding alternates between high and low probability tokens, ensuring a balance between creativity and correctness.
D. Greedy decoding selects the highest probability token at each step, leading to deterministic and often coherent outputs.
Question 2
You are optimizing a generative AI model using prompts. You are tasked with choosing between a hard prompt and a soft prompt for generating a technical report.
Which option best describes a soft prompt in this context?
A. A manually written prompt that is optimized using a grid search of the best keywords and patterns for the task.
B. A prompt that restricts the model's output using hard-coded rules to ensure specific behavior during generation.
C. A prompt that influences the model by embedding learned vectors into the input, modifying the generation behavior indirectly.
D. A prompt that directly instructs the model with domain-specific keywords and structured language to steer the model's output.
Question 3
You are tasked with fine-tuning a generative AI model for text data using synthetic data created through the IBM watsonx platform's user interface. The data you are working with is skewed, containing mostly outliers, and you need to ensure that the synthetic data mimics the distribution accurately.
Which algorithm would be most appropriate for generating synthetic data that mirrors the original distribution, considering the Anderson-Darling test for normality?
A. Anderson-Darling Based Synthetic Data Generation (ADS-DG)
B. Bootstrapping
C. Decision Trees
D. Generative Adversarial Networks (GANs)
Question 4
You are working on enhancing the search functionality in a customer service chatbot by implementing the Retrieval-Augmented Generation (RAG) pattern. The chatbot needs to answer customer queries about various technical issues by retrieving relevant information from a knowledge base. Your team is discussing different ways to structure the RAG system and how to implement the pattern efficiently using existing tools.
Which of the following statements best describes the RAG pattern, and how it should be implemented in the context of this chatbot?
A. The RAG pattern combines dense retrieval with a vector store, where retrieved documents are directly presented as final answers.
B. The RAG pattern integrates sparse retrieval with a rule-based system for generating responses based on exact document matches.
C. The RAG pattern prioritizes generating answers based on the frequency of document appearances in the retrieval phase, improving precision.
D. The RAG pattern enhances a generative model by retrieving relevant documents, which are then used as context for generating a final response.
Question 5
You are tasked with developing a system that uses a vector database to store embeddings generated from a large corpus of documents. The system should be able to perform fast and efficient nearest neighbor search while balancing accuracy and speed. Given the large volume of data and the need for scalability, you are considering different indexing strategies offered by vector databases.
Which of the following indexing techniques is the most appropriate for balancing search accuracy and speed in high-dimensional vector space, and why?
A. Approximate nearest neighbor (ANN) search using HNSW (Hierarchical Navigable Small World) graphs.
B. Exact nearest neighbor (ENN) search using KD-trees.
C. Rely on full-text indexing of documents and avoid vector search altogether.
D. Linear search over the entire vector dataset.
Solutions:
| Question 1 Answer: D | Question 2 Answer: C | Question 3 Answer: A | Question 4 Answer: D | Question 5 Answer: A |
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