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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI Ethics and Security | 20% | - Compliance and governance frameworks - Data privacy and security in AI systems - Responsible AI principles - AI-specific threats, risks and misinformation |
| Topic 2: AI for Code and Workflow Optimization | 15% | - Integration of AI tools in development processes - Automation and workflow enhancement - AI-assisted code generation and improvement |
| Topic 3: Data Research and Analysis | 15% | - Data visualization and insight generation - Data collection, preparation and preprocessing - Data quality, bias and validation |
| Topic 4: Generative AI Models | 20% | - Model hosting options and trade-offs - Context windows, token limits and response management - Model selection and evaluation in AI hubs - Generative AI model families and use cases |
| Topic 5: Prompt Engineering | 15% | - Advanced prompting techniques - Defensive prompting and error mitigation - Prompt design principles and best practices |
| Topic 6: Agentic AI | 15% | - Agent design principles and capabilities - Model Context Protocol (MCP) framework - Human-in-the-loop strategies - Agentic AI vs Generative AI use cases |
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NEW QUESTION # 15
A practitioner is solving a complex architectural problem by breaking it into four sequential prompts. Each prompt's output is fed as input into the next prompt in the sequence. Which prompt engineering technique is being used?
Answer: B
Explanation:
Prompt chaining breaks a complex task into a sequence of connected prompts, where each response becomes part of the input for the next step.
NEW QUESTION # 16
A marketing team must generate high-fidelity images for a new product launch. Which model is designed to handle this task through the process of iterative noise reduction?
Answer: D
Explanation:
Diffusion models generate high-fidelity images by starting from noise and iteratively denoising it over multiple steps until a coherent image is produced.
NEW QUESTION # 17
Which software development lifecycle phase utilizes AI to analyze stakeholder documentation for logical inconsistencies and to draft structured user stories?
Answer: A
Explanation:
In the requirements phase, AI can analyze stakeholder documentation to identify logical gaps or inconsistencies and help convert business needs into structured user stories.
NEW QUESTION # 18
What is the purpose of a vector database in a RAG architecture?
Answer: D
Explanation:
A vector database stores embeddings, which are numerical representations of data, so a RAG system can retrieve semantically relevant information for grounding the model's response.
NEW QUESTION # 19
A practitioner must reduce the financial cost of a high-volume summarization task. Which strategy addresses token-based billing?
Answer: C
Explanation:
Token-based billing is driven by the number of input and output tokens processed, so reducing the prompt size lowers the total tokens consumed across high-volume summarization requests.
NEW QUESTION # 20
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