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| Section | Weight | Objectives |
|---|
| Data Research and Analysis | 15% | - Data quality, bias and validation - Data visualization and insight generation - Data collection, preparation and preprocessing
|
| Generative AI Models | 20% | - Model selection and evaluation in AI hubs - Model hosting options and trade-offs - Generative AI model families and use cases - Context windows, token limits and response management
|
| Agentic AI | 15% | - Agentic AI vs Generative AI use cases - Agent design principles and capabilities - Human-in-the-loop strategies - Model Context Protocol (MCP) framework
|
| Prompt Engineering | 15% | - Defensive prompting and error mitigation - Prompt design principles and best practices - Advanced prompting techniques
|
| AI Ethics and Security | 20% | - Data privacy and security in AI systems - AI-specific threats, risks and misinformation - Compliance and governance frameworks - Responsible AI principles
|
| AI for Code and Workflow Optimization | 15% | - Integration of AI tools in development processes - AI-assisted code generation and improvement - Automation and workflow enhancement
|
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Cisco AI Technical Practitioner Sample Questions (Q72-Q77):
NEW QUESTION # 72
A team uses AI to scaffold a new microservice. What does this process involve?
- A. removing redundant logic
- B. testing the final production code
- C. generating the initial structure
- D. creating automated deployment scripts
Answer: C
Explanation:
Scaffolding uses AI to generate the initial project structure, boilerplate files, configuration, and basic code layout so the team can start development faster.
NEW QUESTION # 73
A practitioner uses self-consistency by running the same prompt three times and comparing the results. What is the goal of this strategy?
- A. to bypass the context window
- B. to increase the model creativity
- C. to increase the response speed
- D. to verify the output reliability
Answer: D
Explanation:
Self-consistency compares multiple responses to the same prompt to check whether the model produces stable, reliable results across repeated runs.
NEW QUESTION # 74
What is hallucination in generative AI?
- A. Database replication
- B. AI generating incorrect or fabricated information
- C. Network congestion
- D. GPU overheating
Answer: B
Explanation:
Hallucination occurs when an AI confidently produces false or misleading outputs.
NEW QUESTION # 75
Which approach protects PII when utilizing a public AI service for data analysis?
- A. utilizing system prompts to instruct the AI to ignore sensitive data fields
- B. ensuring the AI provider maintains industry-standard SOC 2 compliance
- C. anonymizing or redacting PH from the dataset before transmitting the request
- D. encrypting the data payload during transit to the AI service provider
Answer: C
Explanation:
Anonymizing or redacting sensitive personal information before sending data to a public AI service prevents PII from being exposed outside the organization's controlled environment.
NEW QUESTION # 76
Which factor should be considered when selecting a pre-trained model for a mobile application with limited local computational resources?
- A. training duration of the model
- B. release frequency of the model
- C. parameter count of the model
- D. response creativity level of the model
Answer: C
Explanation:
Parameter count affects model size, memory usage, and compute requirements, so a smaller model is usually more suitable for a mobile application with limited local resources.
NEW QUESTION # 77
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