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| Section | Weight | Objectives |
|---|
| Topic 1: AI Ethics and Security | 20% | - AI-specific threats, risks and misinformation - Responsible AI principles - Compliance and governance frameworks - Data privacy and security in AI systems
|
| Topic 2: Data Research and Analysis | 15% | - Data quality, bias and validation - Data collection, preparation and preprocessing - Data visualization and insight generation
|
| Topic 3: AI for Code and Workflow Optimization | 15% | - AI-assisted code generation and improvement - Integration of AI tools in development processes - Automation and workflow enhancement
|
| Topic 4: Prompt Engineering | 15% | - Defensive prompting and error mitigation - Prompt design principles and best practices - Advanced prompting techniques
|
| Topic 5: Generative AI Models | 20% | - Context windows, token limits and response management - Model hosting options and trade-offs - Generative AI model families and use cases - Model selection and evaluation in AI hubs
|
| Topic 6: Agentic AI | 15% | - Human-in-the-loop strategies - Model Context Protocol (MCP) framework - Agent design principles and capabilities - Agentic AI vs Generative AI use cases
|
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Cisco AI Technical Practitioner Sample Questions (Q65-Q70):
NEW QUESTION # 65
Which concept helps reduce overfitting in machine learning?
- A. Increasing random noise only
- B. Ignoring datasets
- C. Disabling validation
- D. Regularization
Answer: D
Explanation:
Regularization techniques help models generalize better and avoid memorizing training data.
NEW QUESTION # 66
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. AI-assisted debugging
- B. continuous integration optimization
- C. code scaffolding
- D. automated unit testing
Answer: A
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 # 67
In supervised machine learning, what is required?
- A. Random hardware failures
- B. No data
- C. Only encrypted traffic
- D. Labeled datasets
Answer: D
Explanation:
Supervised learning trains models using labeled input-output pairs.
NEW QUESTION # 68
What is a purpose of providing a JSON schema when configuring tool use for an AI agent?
- A. to define the required parameters and data types the agent must return
- B. to encrypt the payload before it is sent to the external service
- C. to map relationships between multiple tools in an agent workflow
- D. to reduce the token count of the agent's system prompt
Answer: A
Explanation:
A JSON schema defines the structure, required fields, and data types for tool calls, helping the agent provide valid inputs or outputs that the external tool can process reliably.
NEW QUESTION # 69
What is a difference between generative AI and agentic AI?
- A. Generative AI operates autonomously and agentic AI requires a prompt for each action.
- B. Generative AI uses retrieval-augmented generation and agentic AI does not support external data sources.
- C. Generative AI produces single-turn responses and agentic AI executes multi-step reasoning loops.
- D. Generative AI requires tool access and agentic AI relies on its training data.
Answer: C
Explanation:
Generative AI primarily creates content or responses from a prompt, while agentic AI can plan, reason, use tools, and execute multi-step workflows toward a goal.
NEW QUESTION # 70
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