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| Section | Weight | Objectives |
|---|
| Generative AI Models | 20% | - Common use cases
- 1. Code generation
- 2. Text summarization
- 3. Content creation
- Major generative model families
- 1. Large language models (LLMs)
- 2. Diffusion models
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Context windows and token management
- 1. Token limits
- 2. Response management
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
- Retrieval Augmented Generation (RAG)
- 1. Grounding AI outputs in external knowledge
- 2. Vector databases
- 3. Embeddings
|
| Prompt Engineering | 15% | - Principles and patterns
- 1. Roles
- 2. Constraints
- 3. Instructions
- Prompt structures
- 1. Audio generation
- 2. Text generation
- 3. Image generation
- Prompting techniques
- 1. Chained prompting
- 2. Iterative prompting
- 3. Few-shot prompting
- Security and safety
- 1. Defensive prompting methods
- 2. Improving response accuracy
- 3. Prompt injection attacks
- 4. Reducing hallucinations
|
| 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
|
| Agentic AI | 20% | - AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
- Differentiation from Generative AI
- 1. Autonomous capabilities
- 2. Use cases comparison
- Data transformation and mapping - Model Context Protocol (MCP)
- 1. MCP framework primitives
- 2. Context in agentic AI
|
| 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
|
| AI Ethics and Security | | - Security threats and mitigations
- 1. Model security
- 2. Data privacy
- Ethical considerations in AI
- 1. Bias and fairness
- 2. Transparency and explainability
|
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Cisco AI Technical Practitioner Sample Questions (Q36-Q41):
NEW QUESTION # 36
Which approach protects PII when utilizing a public AI service for data analysis?
- A. utilizing system prompts to instruct the AI to ignore sensitive data fields
- B. encrypting the data payload during transit to the AI service provider
- C. anonymizing or redacting PH from the dataset before transmitting the request
- D. ensuring the AI provider maintains industry-standard SOC 2 compliance
Answer: C
Explanation:
Anonymizing or redacting sensitive personal information before sending data to a public AI service prevents PII from being exposed outside the organization's controlled environment.
NEW QUESTION # 37
Which algorithm category is used when no labels exist in data?
- A. Deterministic routing
- B. Reinforcement learning only
- C. Supervised learning
- D. Unsupervised learning
Answer: D
Explanation:
Unsupervised learning discovers patterns or groupings without labeled outputs.
NEW QUESTION # 38
What is the purpose of tokenization in Large Language Models (LLMs)?
- A. Splitting text into manageable units
- B. Compressing images
- C. Encrypting passwords
- D. Routing packets
Answer: A
Explanation:
Tokenization converts text into smaller units (tokens) that AI models can process.
NEW QUESTION # 39
What is the role of an MCP server in the MCP open standard?
- A. to expose tools and resources to an AI model
- B. to route requests between different AI providers
- C. to provide the GUI for the end-user interaction
- D. to host the LLM and perform token inference
Answer: A
Explanation:
An MCP server exposes external tools, data sources, and resources through a standardized interface so an AI model or agent can access capabilities beyond its built-in training data.
NEW QUESTION # 40
In an AI-powered automation workflow, what is the function of an approval gate?
- A. to ensure the internal logic of AI remains closed for modification
- B. to automatically block deployments if system health alerts are active
- C. to apply human judgement before high-impact actions are executed
- D. to trigger automated completion notifications to project stakeholders
Answer: C
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 # 41
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