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| Section | Weight | Objectives |
|---|
| Topic 1: AI for Code and Workflow Optimization | 15% | - Automation and workflow enhancement - AI-assisted code generation and improvement - Integration of AI tools in development processes
|
| Topic 2: Generative AI Models | 20% | - Generative AI model families and use cases - Context windows, token limits and response management - Model selection and evaluation in AI hubs - Model hosting options and trade-offs
|
| Topic 3: AI Ethics and Security | 20% | - Compliance and governance frameworks - Data privacy and security in AI systems - AI-specific threats, risks and misinformation - Responsible AI principles
|
| Topic 4: Agentic AI | 15% | - Model Context Protocol (MCP) framework - Agentic AI vs Generative AI use cases - Agent design principles and capabilities - Human-in-the-loop strategies
|
| Topic 5: Data Research and Analysis | 15% | - Data collection, preparation and preprocessing - Data quality, bias and validation - Data visualization and insight generation
|
| Topic 6: Prompt Engineering | 15% | - Advanced prompting techniques - Defensive prompting and error mitigation - Prompt design principles and best practices
|
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Cisco AI Technical Practitioner Sample Questions (Q14-Q19):
NEW QUESTION # 14
Which algorithm category is used when no labels exist in data?
- A. Supervised learning
- B. Deterministic routing
- C. Unsupervised learning
- D. Reinforcement learning only
Answer: C
Explanation:
Unsupervised learning discovers patterns or groupings without labeled outputs.
NEW QUESTION # 15
Which AI-driven activity involves a developer providing runtime error logs to a model to receive an explanation of the root cause and a suggested fix?
- A. automated unit testing
- B. continuous integration optimization
- C. code scaffolding
- D. AI-assisted debugging
Answer: D
Explanation:
AI-assisted debugging uses error logs, stack traces, and runtime context to help identify the root cause of a failure and suggest a corrective fix.
NEW QUESTION # 16
Which risk occurs when an AI model provides an outdated technical specification because it was trained before the new standard was released?
- A. knowledge cut-off
- B. misinformation
- C. disinformation
- D. data poisoning
Answer: A
Explanation:
Knowledge cut-off occurs when a model lacks information about events, standards, or specifications released after its training data period, causing it to provide outdated information.
NEW QUESTION # 17
Which software development lifecycle phase utilizes AI to analyze stakeholder documentation for logical inconsistencies and to draft structured user stories?
- A. maintenance
- B. testing
- C. implementation
- D. requirements
Answer: D
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
Which activity occurs when a developer uses AI to generate a complete Python class for a new API client based on a high-level description?
- A. performing code scaffolding
- B. executing legacy code refactoring
- C. implementing predictive function logic
- D. providing inline co-pilot assistance
Answer: A
Explanation:
Code scaffolding uses AI to generate the initial structure and boilerplate for a new component, such as a complete Python class for an API client based on a high-level description.
NEW QUESTION # 19
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