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| Section | Weight | Objectives |
|---|
| Prompt Engineering | 15% | - Principles and patterns
- 1. Roles
- 2. Instructions
- 3. Constraints
- Prompt structures
- 1. Image generation
- 2. Text generation
- 3. Audio generation
- Security and safety
- 1. Defensive prompting methods
- 2. Prompt injection attacks
- 3. Reducing hallucinations
- 4. Improving response accuracy
- Prompting techniques
- 1. Chained prompting
- 2. Iterative prompting
- 3. Few-shot prompting
|
| Generative AI Models | 20% | - Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Retrieval Augmented Generation (RAG)
- 1. Vector databases
- 2. Embeddings
- 3. Grounding AI outputs in external knowledge
- Model hosting strategies
- 1. Cost, latency, privacy, and scalability considerations
- 2. Cloud-based vs. local deployments
- Context windows and token management
- 1. Response management
- 2. Token limits
- Common use cases
- 1. Content creation
- 2. Text summarization
- 3. Code generation
|
| Agentic AI | 20% | - Differentiation from Generative AI
- 1. Autonomous capabilities
- 2. Use cases comparison
- Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
- AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
- Data transformation and mapping
|
| AI Ethics and Security | | - Ethical considerations in AI
- 1. Transparency and explainability
- 2. Bias and fairness
- Security threats and mitigations
- 1. Model security
- 2. Data privacy
|
| 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
|
| Data Research and Analysis | | - Data analysis techniques
- 1. Data visualization
- 2. Statistical analysis
- Data collection and preparation
- 1. Data gathering methodologies
- 2. Data cleaning and preprocessing
|
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Cisco AI Technical Practitioner Sample Questions (Q14-Q19):
NEW QUESTION # 14
Which AI-assisted task standardizes inconsistent date formats (e.g., MM/DD/YY and DD-MM- YYYY)?
- A. data visualization
- B. thematic summarization
- C. data transformation
- D. data correlation
Answer: C
Explanation:
Data transformation converts inconsistent data into a consistent format, such as standardizing multiple date formats into one required representation.
NEW QUESTION # 15
Which action demonstrates the principle of fairness in a generative AI deployment?
- A. redacting PII from the training dataset
- B. auditing model outputs for bias
- C. requiring users to sign Acceptable Use Policies
- D. hosting the model in a carbon-neutral data center
Answer: B
Explanation:
Fairness requires checking whether model outputs treat users or groups equitably, so auditing outputs for bias helps identify and reduce discriminatory or unequal outcomes.
NEW QUESTION # 16
What is the role of the client in the Model Context Protocol?
- A. to act as a tool or service provider
- B. to orchestrate interactions with servers
- C. to provide resources for task execution
- D. to act as an LLM for inferencing
Answer: B
NEW QUESTION # 17
What is the benefit of AI Ops (AIOps) in networking?
- A. Disables telemetry
- B. Automates monitoring and incident analysis
- C. Eliminates all routers
- D. Removes cloud computing
Answer: B
Explanation:
AIOps uses AI to improve IT operations, detect anomalies, and accelerate troubleshooting.
NEW QUESTION # 18
A practitioner uses self-consistency by running the same prompt three times and comparing the results. What is the goal of this strategy?
- A. to increase the model creativity
- B. to bypass the context window
- C. to increase the response speed
- D. to verify the output reliability
Answer: D
Explanation:
Self-consistency compares multiple responses to the same prompt to check whether the model produces stable, reliable results across repeated runs.
NEW QUESTION # 19
......
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