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| Section | Weight | Objectives |
|---|
| Topic 1: AI for Code and Workflow Optimization | | - AI-assisted code development
- 1. Code review and debugging
- 2. Code generation
- Workflow automation
- 1. Task optimization
- 2. Process automation
|
| Topic 2: AI Ethics and Security | | - Security threats and mitigations
- 1. Model security
- 2. Data privacy
- Ethical considerations in AI
- 1. Transparency and explainability
- 2. Bias and fairness
|
| Topic 3: 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
|
| Topic 4: Prompt Engineering | 15% | - Principles and patterns
- 1. Roles
- 2. Constraints
- 3. Instructions
- Security and safety
- 1. Improving response accuracy
- 2. Prompt injection attacks
- 3. Reducing hallucinations
- 4. Defensive prompting methods
- Prompt structures
- 1. Audio generation
- 2. Image generation
- 3. Text generation
- Prompting techniques
- 1. Few-shot prompting
- 2. Chained prompting
- 3. Iterative prompting
|
| Topic 5: Agentic AI | 20% | - Data transformation and mapping - Differentiation from Generative AI
- 1. Autonomous capabilities
- 2. Use cases comparison
- AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
- Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
|
| Topic 6: Generative AI Models | 20% | - Major generative model families
- 1. Large language models (LLMs)
- 2. Diffusion models
- Model selection
- 1. Reasoning and multimodal tasks
- 2. Selection from AI hubs
- Common use cases
- 1. Content creation
- 2. Text summarization
- 3. Code generation
- Model hosting strategies
- 1. Cost, latency, privacy, and scalability considerations
- 2. Cloud-based vs. local deployments
- Retrieval Augmented Generation (RAG)
- 1. Vector databases
- 2. Embeddings
- 3. Grounding AI outputs in external knowledge
- Context windows and token management
- 1. Response management
- 2. Token limits
|
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Cisco AI Technical Practitioner Sample Questions (Q20-Q25):
NEW QUESTION # 20
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 # 21
Which Cisco AI capability helps detect abnormal network behavior?
- A. BIOS recovery mode
- B. Manual packet counting
- C. Static routing
- D. AI-driven anomaly detection
Answer: D
Explanation:
AI systems can identify unusual patterns and potential threats automatically.
NEW QUESTION # 22
What is the role of the client in the Model Context Protocol?
- A. to act as a tool or service provider
- B. to provide resources for task execution
- C. to orchestrate interactions with servers
- D. to act as an LLM for inferencing
Answer: C
Explanation:
In the Model Context Protocol, the client manages communication between the AI application and MCP servers, coordinating requests for tools, resources, and context needed during task execution.
NEW QUESTION # 23
What is an advantage of cloud-hosted API services when comparing cloud-hosted and locally hosted AI models?
- A. rapid elastic scaling for unpredictable inference demand
- B. full control over data residency and privacy
- C. lower network latency for all end users
- D. elimination of per-token operational costs
Answer: A
Explanation:
Cloud-hosted API services can scale inference capacity quickly based on demand, making them suitable for workloads with unpredictable or fluctuating usage.
NEW QUESTION # 24
Which activity is an indirect prompt injection attack?
- A. A user types a malicious command.
- B. The model generates a false fact.
- C. AI reads a poisoned data source.
- D. A prompt forces AI to ignore safety filters.
Answer: C
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 # 25
......
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