100% Pass Quiz 2026 Marvelous 810-110: Training Cisco AI Technical Practitioner For Exam

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| Section | Weight | Objectives |
|---|
| Generative AI Models | 20% | - Retrieval Augmented Generation (RAG)
- 1. Vector databases
- 2. Grounding AI outputs in external knowledge
- 3. Embeddings
- Context windows and token management
- 1. Token limits
- 2. Response management
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
- Major generative model families
- 1. Large language models (LLMs)
- 2. Diffusion models
- Common use cases
- 1. Code generation
- 2. Content creation
- 3. Text summarization
|
| Prompt Engineering | 15% | - Prompting techniques
- 1. Iterative prompting
- 2. Few-shot prompting
- 3. Chained prompting
- Principles and patterns
- 1. Constraints
- 2. Instructions
- 3. Roles
- Security and safety
- 1. Improving response accuracy
- 2. Defensive prompting methods
- 3. Prompt injection attacks
- 4. Reducing hallucinations
- Prompt structures
- 1. Audio generation
- 2. Image generation
- 3. Text generation
|
| Data Research and Analysis | | - Data collection and preparation
- 1. Data cleaning and preprocessing
- 2. Data gathering methodologies
- Data analysis techniques
- 1. Data visualization
- 2. Statistical analysis
|
| AI for Code and Workflow Optimization | | - Workflow automation
- 1. Process automation
- 2. Task optimization
- AI-assisted code development
- 1. Code review and debugging
- 2. Code generation
|
| Agentic AI | 20% | - Data transformation and mapping - AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
- Differentiation from Generative AI
- 1. Autonomous capabilities
- 2. Use cases comparison
- Model Context Protocol (MCP)
- 1. MCP framework primitives
- 2. Context in agentic AI
|
| AI Ethics and Security | | - Ethical considerations in AI
- 1. Bias and fairness
- 2. Transparency and explainability
- Security threats and mitigations
- 1. Data privacy
- 2. Model security
|
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Cisco AI Technical Practitioner Sample Questions (Q56-Q61):
NEW QUESTION # 56
Why are embeddings essential to the retrieval phase of a RAG system?
- A. They provide a keyword index.
- B. They reduce model hallucination.
- C. They represent semantic meaning.
- D. They compress the prompt length.
Answer: C
Explanation:
Embeddings convert text into numerical vectors that capture semantic meaning, allowing a RAG system to retrieve content that is conceptually relevant to the user's query rather than relying only on exact keyword matches.
NEW QUESTION # 57
A company discloses to its users that their support tickets are being summarized by an AI model.
Which responsible AI principle does this action support?
- A. system safety
- B. inclusiveness
- C. bias mitigation
- D. transparency
Answer: D
Explanation:
Transparency means clearly informing users when AI is being used, what it is doing, and how it may affect their data or experience.
NEW QUESTION # 58
How does AI support exploratory data analysis when working with large, unstructured datasets?
- A. by compressing the datasets
- B. by performing bit-by-bit reconstruction
- C. by identifying patterns and groupings
- D. by tuning inference parameters
Answer: C
Explanation:
AI supports exploratory data analysis by detecting patterns, clusters, themes, and relationships in large unstructured datasets, helping practitioners understand the data before deeper analysis.
NEW QUESTION # 59
What is a use case for generative AI in the testing phase of the software development lifecycle?
- A. drafting user stories
- B. generating automated documentation
- C. performing static code analysis
- D. generating synthetic test data
Answer: D
Explanation:
Generative AI can create synthetic test data that simulates realistic inputs and edge cases, helping validate application behavior during the testing phase without relying only on production data.
NEW QUESTION # 60
Why are prompts important in generative AI systems?
- A. They determine model behavior and output quality
- B. They replace training datasets
- C. They eliminate hallucinations completely
- D. They encrypt AI hardware
Answer: A
Explanation:
Well-structured prompts significantly improve response accuracy and relevance.
NEW QUESTION # 61
......
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