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| Section | Weight | Objectives |
|---|
| AI Ethics and Security | | - Security threats and mitigations
- 1. Data privacy
- 2. Model security
- Ethical considerations in AI
- 1. Transparency and explainability
- 2. Bias and fairness
|
| Agentic AI | 20% | - Data transformation and mapping - Model Context Protocol (MCP)
- 1. MCP framework primitives
- 2. Context in agentic AI
- Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
- AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
|
| AI for Code and Workflow Optimization | | - AI-assisted code development
- 1. Code generation
- 2. Code review and debugging
- Workflow automation
- 1. Task optimization
- 2. Process automation
|
| 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
|
| Generative AI Models | 20% | - Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
- Context windows and token management
- 1. Token limits
- 2. Response management
- Model selection
- 1. Reasoning and multimodal tasks
- 2. Selection from AI hubs
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Common use cases
- 1. Text summarization
- 2. Code generation
- 3. Content creation
- Retrieval Augmented Generation (RAG)
- 1. Vector databases
- 2. Embeddings
- 3. Grounding AI outputs in external knowledge
|
| Prompt Engineering | 15% | - Prompting techniques
- 1. Chained prompting
- 2. Iterative prompting
- 3. Few-shot prompting
- Security and safety
- 1. Reducing hallucinations
- 2. Improving response accuracy
- 3. Defensive prompting methods
- 4. Prompt injection attacks
- Principles and patterns
- 1. Instructions
- 2. Constraints
- 3. Roles
- Prompt structures
- 1. Text generation
- 2. Audio generation
- 3. Image generation
|
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Cisco AI Technical Practitioner Sample Questions (Q52-Q57):
NEW QUESTION # 52
What does NLP stand for in AI?
- A. Neural Link Protocol
- B. Native Logic Programming
- C. Natural Language Processing
- D. Network Layer Processing
Answer: C
Explanation:
NLP enables computers to understand and generate human language.
NEW QUESTION # 53
Which factor should be considered when selecting a pre-trained model for a mobile application with limited local computational resources?
- A. training duration of the model
- B. parameter count of the model
- C. release frequency of the model
- D. response creativity level of the model
Answer: B
Explanation:
Parameter count affects model size, memory usage, and compute requirements, so a smaller model is usually more suitable for a mobile application with limited local resources.
NEW QUESTION # 54
Which role does AI play in assisting with the refactoring of software code?
- A. integrating a new API
- B. identifying flaws and improving design
- C. reducing manual code documentation
- D. creating a new database schema
Answer: B
Explanation:
AI-assisted refactoring helps analyze existing code to identify design flaws, simplify structure, improve readability, and maintain behavior while making the code easier to maintain.
NEW QUESTION # 55
Which activity is an agentic AI use case compared to a standard generative AI use case?
- A. autonomously fixing a build
- B. writing a poem about routing
- C. translating a short email
- D. generating a meeting summary
Answer: A
Explanation:
Agentic AI can plan and execute multi-step actions toward a goal, such as diagnosing a failed build, applying a fix, running validation, and iterating until the build succeeds.
NEW QUESTION # 56
In supervised machine learning, what is required?
- A. Only encrypted traffic
- B. No data
- C. Random hardware failures
- D. Labeled datasets
Answer: D
Explanation:
Supervised learning trains models using labeled input-output pairs.
NEW QUESTION # 57
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