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| Section | Weight | Objectives |
|---|
| Topic 1: Generative AI Models | 20% | - Common use cases
- 1. Content creation
- 2. Code generation
- 3. Text summarization
- 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. Vector databases
- 2. Grounding AI outputs in external knowledge
- 3. Embeddings
|
| Topic 2: 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
|
| 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: Prompt Engineering | 15% | - Prompting techniques
- 1. Iterative prompting
- 2. Chained prompting
- 3. Few-shot prompting
- 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
- Principles and patterns
- 1. Roles
- 2. Constraints
- 3. Instructions
|
| Topic 5: Agentic AI | 20% | - Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
- Differentiation from Generative AI
- 1. Autonomous capabilities
- 2. Use cases comparison
- AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
- Data transformation and mapping
|
| Topic 6: Data Research and Analysis | | - Data collection and preparation
- 1. Data cleaning and preprocessing
- 2. Data gathering methodologies
- Data analysis techniques
- 1. Statistical analysis
- 2. Data visualization
|
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Cisco AI Technical Practitioner Sample Questions (Q30-Q35):
NEW QUESTION # 30
Why is defining a persona considered a best practice for technical prompt engineering?
- A. It reduces the total token usage.
- B. It provides instructions for desired action.
- C. It provides a pattern to emulate.
- D. It guides the tone and vocabulary.
Answer: D
Explanation:
Defining a persona guides the AI to respond with the appropriate role-based tone, vocabulary, level of technical depth, and communication style for the intended audience.
NEW QUESTION # 31
What is an advantage of cloud-hosted API services when comparing cloud-hosted and locally hosted AI models?
- A. full control over data residency and privacy
- B. elimination of per-token operational costs
- C. lower network latency for all end users
- D. rapid elastic scaling for unpredictable inference demand
Answer: D
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 # 32
Which activity occurs when a developer uses AI to generate a complete Python class for a new API client based on a high-level description?
- A. performing code scaffolding
- B. implementing predictive function logic
- C. executing legacy code refactoring
- D. providing inline co-pilot assistance
Answer: A
Explanation:
Code scaffolding uses AI to generate the initial structure and boilerplate for a new component, such as a complete Python class for an API client based on a high-level description.
NEW QUESTION # 33
Which Cisco platform provides AI-powered security analytics?
- A. Cisco Packet Tracer
- B. Cisco UCS Manager only
- C. Cisco IOS ROMMON
- D. Cisco SecureX
Answer: D
Explanation:
Cisco SecureX integrates security visibility, analytics, and automation using AI-driven insights.
NEW QUESTION # 34
Which risk occurs when an AI model provides an outdated technical specification because it was trained before the new standard was released?
- A. misinformation
- B. data poisoning
- C. knowledge cut-off
- D. disinformation
Answer: C
Explanation:
Knowledge cut-off occurs when a model lacks information about events, standards, or specifications released after its training data period, causing it to provide outdated information.
NEW QUESTION # 35
......
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