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| Section | Weight | Objectives |
|---|---|---|
| Generative AI Models | 20% | - Model hosting options and trade-offs - Generative AI model families and use cases - Context windows, token limits and response management - Model selection and evaluation in AI hubs |
| 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 |
| AI Ethics and Security | 20% | - Responsible AI principles - Data privacy and security in AI systems - AI-specific threats, risks and misinformation - Compliance and governance frameworks |
| Prompt Engineering | 15% | - Defensive prompting and error mitigation - Prompt design principles and best practices - Advanced prompting techniques |
| Data Research and Analysis | 15% | - Data quality, bias and validation - Data collection, preparation and preprocessing - Data visualization and insight generation |
| AI for Code and Workflow Optimization | 15% | - Automation and workflow enhancement - Integration of AI tools in development processes - AI-assisted code generation and improvement |
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NEW QUESTION # 11
Which algorithm category is used when no labels exist in data?
Answer: B
Explanation:
Unsupervised learning discovers patterns or groupings without labeled outputs.
NEW QUESTION # 12
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 # 13
An analyst needs a model that can analyze a network topology diagram and a set of configuration logs simultaneously. Which type of model should be selected?
Answer: B
Explanation:
A multimodal model can process and reason over different input types at the same time, such as images from a network topology diagram and text from configuration logs.
NEW QUESTION # 14
Which concept helps reduce overfitting in machine learning?
Answer: A
Explanation:
Regularization techniques help models generalize better and avoid memorizing training data.
NEW QUESTION # 15
Which AI model type is best suited for image recognition tasks?
Answer: A
Explanation:
CNNs are optimized for image and visual pattern recognition.
NEW QUESTION # 16
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