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| Section | Weight | Objectives |
|---|
| Topic 1: Agentic AI | 20% | - Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
- Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
- Data transformation and mapping - AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
|
| Topic 2: Data Research and Analysis | | - Data analysis techniques
- 1. Statistical analysis
- 2. Data visualization
- Data collection and preparation
- 1. Data cleaning and preprocessing
- 2. Data gathering methodologies
|
| Topic 3: AI for Code and Workflow Optimization | | - AI-assisted code development
- 1. Code review and debugging
- 2. Code generation
- Workflow automation
- 1. Process automation
- 2. Task optimization
|
| Topic 4: 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
|
| Topic 5: Prompt Engineering | 15% | - Prompting techniques
- 1. Chained prompting
- 2. Iterative prompting
- 3. Few-shot prompting
- Principles and patterns
- 1. Instructions
- 2. Roles
- 3. Constraints
- Security and safety
- 1. Reducing hallucinations
- 2. Prompt injection attacks
- 3. Improving response accuracy
- 4. Defensive prompting methods
- Prompt structures
- 1. Text generation
- 2. Image generation
- 3. Audio generation
|
| Topic 6: Generative AI Models | 20% | - Retrieval Augmented Generation (RAG)
- 1. Grounding AI outputs in external knowledge
- 2. Embeddings
- 3. Vector databases
- Model selection
- 1. Reasoning and multimodal tasks
- 2. Selection from AI hubs
- Context windows and token management
- 1. Response management
- 2. Token limits
- Common use cases
- 1. Text summarization
- 2. Content creation
- 3. Code generation
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
|
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Cisco AI Technical Practitioner Sample Questions (Q43-Q48):
NEW QUESTION # 43
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. transparency
- B. inclusiveness
- C. bias mitigation
- D. system safety
Answer: A
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 # 44
What happens when the input provided to an LLM exceeds its context window limit?
- A. The model switches to a different algorithm.
- B. The model caches the overflow data.
- C. The model loses the earliest part of the text.
- D. The model increases its context window size.
Answer: C
Explanation:
When input exceeds the context window, the model cannot process all provided text at once, so earlier content may be truncated or pushed out of the active context.
NEW QUESTION # 45
A practitioner is estimating the operational cost of integrating a cloud-hosted LLM API into an application. How does tokenization influence the cost of using this API?
- A. Tokenization increases cost by requiring additional GPU run time.
- B. Tokenization has no impact because pricing is based on a flat-rate subscription.
- C. Costs are determined by the number of API calls.
- D. The number of tokens determines the per-request cost.
Answer: D
Explanation:
Cloud-hosted LLM APIs commonly charge based on the number of input and output tokens processed, so tokenization directly affects the per-request cost.
NEW QUESTION # 46
What is the role of embeddings in AI systems?
- A. Encrypting traffic
- B. Compressing logs
- C. Representing data numerically in vector space
- D. Assigning IP addresses
Answer: C
Explanation:
Embeddings convert text or objects into vectors that capture semantic meaning.
NEW QUESTION # 47
In an AI-powered automation workflow, what is the function of an approval gate?
- A. to apply human judgement before high-impact actions are executed
- B. to trigger automated completion notifications to project stakeholders
- C. to ensure the internal logic of AI remains closed for modification
- D. to automatically block deployments if system health alerts are active
Answer: A
Explanation:
An approval gate adds human review before an automated workflow performs a high-impact action, helping ensure that AI-driven decisions are checked for correctness, risk, and business impact before execution.
NEW QUESTION # 48
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