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| Section | Weight | Objectives |
|---|
| AI Ethics and Security | | - Ethical considerations in AI
- 1. Bias and fairness
- 2. Transparency and explainability
- Security threats and mitigations
- 1. Model security
- 2. Data privacy
|
| 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
|
| Prompt Engineering | 15% | - Prompt structures
- 1. Image generation
- 2. Audio generation
- 3. Text generation
- Principles and patterns
- 1. Roles
- 2. Constraints
- 3. Instructions
- Security and safety
- 1. Defensive prompting methods
- 2. Improving response accuracy
- 3. Prompt injection attacks
- 4. Reducing hallucinations
- Prompting techniques
- 1. Chained prompting
- 2. Iterative prompting
- 3. Few-shot prompting
|
| Generative AI Models | 20% | - Retrieval Augmented Generation (RAG)
- 1. Grounding AI outputs in external knowledge
- 2. Embeddings
- 3. Vector databases
- Context windows and token management
- 1. Response management
- 2. Token limits
- Model selection
- 1. Reasoning and multimodal tasks
- 2. Selection from AI hubs
- Model hosting strategies
- 1. Cost, latency, privacy, and scalability considerations
- 2. Cloud-based vs. local deployments
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Common use cases
- 1. Content creation
- 2. Text summarization
- 3. Code generation
|
| Agentic AI | 20% | - AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
- Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
- Data transformation and mapping - Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
|
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Cisco AI Technical Practitioner Sample Questions (Q28-Q33):
NEW QUESTION # 28
How does context window management help control the cost of a long-running AI conversation?
- A. by automatically switching to a lower-cost model as the conversation history grows
- B. by switching to an algorithm that reduces the character-to-token ratio
- C. by increasing the context window size to reduce the total number of API calls
- D. by capping the cumulative number of input tokens sent with each new prompt
Answer: D
Explanation:
Context window management controls cost by limiting how much prior conversation history is included with each new request, reducing the number of input tokens processed and billed.
NEW QUESTION # 29
Which activity is an indirect prompt injection attack?
- A. AI reads a poisoned data source.
- B. The model generates a false fact.
- C. A user types a malicious command.
- D. A prompt forces AI to ignore safety filters.
Answer: A
Explanation:
An indirect prompt injection occurs when malicious instructions are hidden in external content that the AI reads or retrieves, causing the model to follow attacker-controlled instructions from a poisoned data source.
NEW QUESTION # 30
Which Cisco technology is commonly associated with network observability and telemetry?
- A. VLAN Trunking Protocol only
- B. Spanning Tree Protocol
- C. NetFlow
- D. RIP v1
Answer: C
Explanation:
NetFlow provides visibility into traffic flows and is widely used for monitoring, analytics, and AI- driven operations.
NEW QUESTION # 31
What is the role of embeddings in AI systems?
- A. Assigning IP addresses
- B. Encrypting traffic
- C. Representing data numerically in vector space
- D. Compressing logs
Answer: C
Explanation:
Embeddings convert text or objects into vectors that capture semantic meaning.
NEW QUESTION # 32
Which protocol is commonly used for streaming telemetry in modern networks?
- A. ARP
- B. FTP
- C. Telnet
- D. gRPC
Answer: D
Explanation:
gRPC supports efficient real-time telemetry streaming in modern network automation environments.
NEW QUESTION # 33
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