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- Evaluation metrics for LLMs
- Model monitoring and lifecycle management
- Bias, fairness, and responsible AI
Topic 2: IBM watsonx.ai and Platform Capabilities
- Model selection and deployment workflows
- watsonx.ai core features
- Prompt Lab usage and tooling
Topic 3: Foundations of Generative AI
- Transformer architecture overview
- Large Language Models (LLMs) fundamentals
- Tokenization and embeddings
Topic 4: Prompt Engineering
- Prompt design techniques
- Few-shot and zero-shot prompting
- Prompt tuning and optimization strategies
Topic 5: Retrieval-Augmented Generation (RAG)
- Grounding and hallucination mitigation
- Vector databases and embeddings
- Document ingestion and retrieval pipelines
IBM watsonx Generative AI Engineer - Associate Sample Questions:
When using few-shot prompting, which of the following is a common limitation you may encounter while working with Watsonx AI for text generation tasks?
A. Few-shot prompting requires the model to be retrained with additional examples.
B. The model may overfit to the few examples provided, leading to overly specific responses.
C. Few-shot prompting is only effective for classification tasks and cannot be used for text generation.
D. Few-shot prompting cannot handle open-ended tasks, as it only works for structured data inputs.
You are working on generating synthetic training data using IBM InstructLab to supplement a small dataset for a question-answering system. Which strategy would most effectively enhance the dataset without introducing biases or artifacts?
A. Generate a large amount of synthetic data by directly feeding the model with random prompts, ensuring data diversity.
B. Use prompts that closely mimic the structure and semantics of the real dataset's questions to maintain consistency.
C. Manually tweak each generated response to ensure it's free of errors and aligns with the intended task.
D. Automatically generate synthetic data using a different model architecture than the one being fine-tuned.
You have been assigned the task of fine-tuning a large language model (LLM) for a chatbot that will assist users with technical troubleshooting. The goal is to ensure the chatbot responds accurately to user queries, but also in a specific tone and format. Which of the following steps is the first critical phase in the InstructLab workflow to ensure successful customization of the model?
A. Defining task-specific instructions and fine-tuning them through prompt design.
B. Pre-processing and augmenting the training data to improve the model's generalization capabilities.
C. Deploying the model in a real-time environment for user feedback collection.
D. Running evaluation metrics on the baseline model to measure initial performance.
In the context of a Retrieval-Augmented Generation (RAG) system using IBM Watsonx, which of the following is the correct process for generating vector embeddings for document retrieval?
A. Directly extract the vector embeddings from raw text without any tokenization or processing steps by passing the raw data to a pre-trained language model.
B. Use a pre-trained generative model to generate text predictions, then use these predicted tokens as the basis for vector embedding generation.
C. Tokenize the text data, then pass the tokens through a pre-trained language model to generate vector embeddings for each token, combining them into a final vector.
D. Load the text data into the model, tokenize it, and directly feed the tokens into a decoder for vector generation.
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. Deploying the model only in secure, on-premises environments to prevent data breaches
B. Ensuring traceability of model decisions and providing auditability for each inference
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
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