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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Integration and Orchestration | 8% | - Workflow orchestration with LangChain - API and SDK usage - Integration with external services |
| Topic 2: Analyze and Design a Generative AI Solution | 15% | - Generative AI and LLM capabilities - Evaluation metrics and success criteria - Model architecture and selection criteria - Use case analysis and requirements definition |
| Topic 3: Model Customization and Fine-Tuning | 31% | - Parameter-Efficient Fine-Tuning (PEFT), LoRA - Fine-tuning concepts and approaches - Customization with InstructLab - Model quantization and optimization - Synthetic data generation - Data preparation and dataset creation |
| Topic 4: Retrieval-Augmented Generation (RAG) | 17% | - RAG architecture and implementation - Vector databases and similarity search - Integration with watsonx.data - Embedding models and vector representations |
| Topic 5: Prompt Engineering | 16% | - Prompt Lab usage and best practices - Prompting techniques: zero-shot, few-shot, chain-of-thought - Prompt optimization and cost reduction - Prompt design and template creation - Model parameters and hyperparameter tuning |
| Topic 6: Deployment and Operationalization | 13% | - Deployment planning and architecture - Monitoring and performance optimization - Model and prompt deployment - Versioning and lifecycle management |
1. In a Retrieval-Augmented Generation (RAG) system designed for technical document retrieval, you are tasked with implementing text chunking techniques using the LangChain library. The technical documents are large and contain numerous tables, figures, and bullet points.
What is the most effective way to handle text splitting to ensure high-quality retrieval?
A) Use a hybrid approach, splitting the text by both semantic boundaries (like paragraphs) and content-specific markers (like bullet points and tables), while keeping chunks within the model's token limit.
B) Convert tables and figures into plain text and split the document by character count to maintain even chunk sizes.
C) Split the text into equal-sized chunks of 512 characters, regardless of the content structure, to improve consistency in retrieval.
D) Split the text only at paragraph breaks, ignoring tables and figures, as they can be processed separately.
2. You are working on a project that requires generating a large volume of product descriptions for an e-commerce website. The descriptions must be unique, creative, and optimized for SEO. The client has specified that the descriptions must also include certain technical product specifications, but they should not be overly mechanical or robotic in tone. Your team has access to an LLM pre-trained on large-scale, general-purpose corpora.
Based on this scenario, what would be your first step to design the most effective Generative AI solution for this task?
A) Optimize the generation process using greedy decoding to ensure concise and accurate descriptions.
B) Use prompt engineering to add technical specifications dynamically to generated text without fine-tuning the model.
C) Use the pre-trained LLM directly without any modification and feed it the product specifications, prompting it to generate descriptions.
D) Fine-tune the pre-trained LLM on a domain-specific dataset of e-commerce product descriptions with an emphasis on SEO-friendly language.
3. As an IBM Watsonx Generative AI engineer, you are tasked with creating a chatbot for a public-facing service. One key concern is ensuring that the model does not generate or propagate hate speech, abusive content, or profanity. To mitigate these risks, you must implement appropriate controls.
Which of the following is the best approach to mitigate hate speech, abuse, and profanity from being generated by your AI model?
A) Fine-tune the model with a highly curated dataset that contains labeled examples of hate speech, abuse, and profanity for the model to learn to avoid.
B) Use IBM Watsonx's HAP (Hate, Abuse, and Profanity) filter to dynamically detect and block harmful content at inference time.
C) Apply a simple word-level blacklist filter to detect and remove harmful content from the model output.
D) Train the model only on data that excludes all user-generated content to prevent exposure to harmful language.
4. You are tasked with configuring a generative model to assist legal professionals by generating contract clauses. The model should produce complete, contextually relevant clauses but should avoid overly long and redundant text. You must ensure that the generation process stops appropriately once a clause is completed.
Which of the following strategies is the most appropriate for configuring stopping criteria?
A) Set a maximum token limit of 500 and implement a fixed length stopping criterion.
B) Use a beam search algorithm and impose a strict length restriction of 100 tokens.
C) Use a stop sequence based on legal clause delimiters and impose a minimum token limit of 50.
D) Set the top-k value to 1 and use the default maximum token limit, relying on the model's internal stopping criteria.
5. You are building a customer support chatbot using IBM watsonx.ai and Watson Assistant. The chatbot must use watsonx.ai's large language model (LLM) to generate dynamic responses and Watson Assistant to manage dialog and interaction flow.
What is the most efficient way to integrate these two services to deliver an optimal solution?
A) Use Watson Assistant to directly generate all responses, bypassing watsonx.ai's LLM.
B) Build a separate microservice for each service, allowing Watson Assistant and watsonx.ai's LLM to operate independently, with no communication between them.
C) Deploy watsonx.ai's LLM within Watson Assistant by embedding the LLM directly into the Watson Assistant environment.
D) Use Watson Assistant as the primary interface and call watsonx.ai's LLM through an API for generating dynamic responses in specific intents.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: D |
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