Exam Name: IBM watsonx Generative AI Engineer - Associate
Certification Provider: IBM
Corresponding Certification: IBM Certified watsonx Generative AI Engineer - Associate
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IBM C1000-185 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Retrieval-Augmented Generation (RAG) | 17% | - Describe embeddings in the context of GenAI - Describe when to use a vector database - Generate vector embeddings utilizing models - Develop using libraries |
| Deployment | 13% | - Deploy a custom model - Plan out deployment of prompts for versioning - Deploy AI Assets - Plan for a deployment based on client needs - High level architecture for deployment options |
| Analyze and Design a Generative AI Solution | 15% | - Understand the limitations of GenAI/LLMs - Articulate the components in Gen AI Patterns - Understand use cases and identify Gen AI application opportunities - Understand security risks associated with LLMs, prompt engineering, prompt, and data - Articulate the optimal model architecture based on a use case - Understand how to choose the appropriate model for a use case - Identify and apply various tools and techniques like AI agents, RAG, LangChain, etc. - Understand the five capabilities of GenAI/LLMs |
| Prompt Engineering & Output Quality | 25% | - Reducing hallucinations and improving overall output accuracy - Writing effective and professional prompts - Understanding foundational Prompt Engineering techniques - Improving output quality using prompt design techniques - Controlling response style, length, and format |
| Integration with Model Orchestration | 8% | - Orchestrate AI Workflows - Develop LLM based applications with LangChain - Understand real-world Integration Scenarios - Integrate watsonx.ai with Other Services/Manage APIs and SDKs |
| Deployment & Enterprise Readiness | - Managing usage and monitoring at a basic level - Preparing GenAI solutions for enterprise usage - Improving solutions based on user feedback - Understanding basic security and access control requirements |
IBM watsonx Generative AI Engineer - Associate Sample Questions:
In the context of using Tuning Studio in IBM watsonx, which of the following is the primary benefit of fine-tuning a pre-trained Generative AI model using this tool?
- A. Improves model performance on domain-specific tasks without retraining from scratch.
- B. Increases the size of the model to handle more complex prompts.
- C. Allows you to train the model from scratch on a new dataset.
- D. Reduces the time needed to generate text responses by simplifying the model's architecture.
Correct Answer: A 🗳️
When deploying a generative AI model using IBM watsonx, which of the following actions should be prioritized to ensure high availability and minimize downtime in production environments? (Select two)
- A. Deploying the model on a single cloud-based server with load balancing enabled
- B. Disabling failover mechanisms to reduce deployment complexity
- C. Configuring auto-scaling policies based on usage patterns and resource demand
- D. Setting up redundant storage for the model's dataset but not for the model itself
- E. Implementing containerization for the model through Kubernetes
Correct Answer: C,E 🗳️
Which of the following best describes the effect of controlling model parameters during the decoding process in IBM Watsonx's generative AI models?
- A. Model parameters control the model's ability to self-learn from previous outputs, improving its performance over time.
- B. Controlling model parameters allows the model to generate only the shortest possible responses, ensuring concise outputs.
- C. Setting model parameters guarantees that the model will generate the most grammatically correct response, regardless of context.
- D. Adjusting model parameters helps control the randomness in the output generation process, enabling a balance between creativity and accuracy.
Correct Answer: D 🗳️
You are tasked with optimizing a generative AI model in IBM watsonx.ai for an NLP-based application.
During the planning stage, which of the following data elements is most important to ensure the model generalizes well to real-world application usage?
- A. Only the structured data relevant to specific business rules
- B. Pre-processed data with stop words removed to reduce noise
- C. A large, diverse dataset with both structured and unstructured data
- D. High-dimensional feature vectors from a small, well-curated dataset
Correct Answer: C 🗳️
You are tasked with designing a prompt using a few-shot strategy for Watsonx AI to generate a legal contract summary. You provide two examples of contract summaries before asking the model to summarize a new contract.
Which of the following options best demonstrates an effective few-shot prompt for this task?
- A. "Example 1: [First Contract] Summary: [First Contract Summary]
Example 2: [Second Contract] Summary: [Second Contract Summary]
Generate a summary of the following contract: [New Contract]." - B. "Provide a summary of the following contract: [New Contract].
Example 1: [First Contract]
Summary: [First Contract Summary]
Example 2: [Second Contract]
Summary: [Second Contract Summary]." - C. "Generate a summary for [New Contract]."
- D. "Example 1: [First Contract]
Correct Answer: A 🗳️
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