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| Section | Weight | Objectives |
|---|
| Agentic AI | 20% | - Data transformation and mapping - Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
- Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
- AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
|
| AI for Code and Workflow Optimization | | - Workflow automation
- 1. Task optimization
- 2. Process automation
- AI-assisted code development
- 1. Code review and debugging
- 2. Code generation
|
| Generative AI Models | 20% | - Common use cases
- 1. Text summarization
- 2. Content creation
- 3. Code generation
- Major generative model families
- 1. Large language models (LLMs)
- 2. Diffusion models
- Retrieval Augmented Generation (RAG)
- 1. Grounding AI outputs in external knowledge
- 2. Vector databases
- 3. Embeddings
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
- Context windows and token management
- 1. Response management
- 2. Token limits
|
| Prompt Engineering | 15% | - Prompt structures
- 1. Image generation
- 2. Audio generation
- 3. Text generation
- Principles and patterns
- 1. Instructions
- 2. Roles
- 3. Constraints
- Security and safety
- 1. Improving response accuracy
- 2. Prompt injection attacks
- 3. Reducing hallucinations
- 4. Defensive prompting methods
- Prompting techniques
- 1. Chained prompting
- 2. Few-shot prompting
- 3. Iterative prompting
|
| 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
|
| 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 (Q49-Q54):
NEW QUESTION # 49
What is the purpose of a vector database in a RAG architecture?
- A. to manage the context window
- B. to perform model weight updates
- C. to allocate resources for response generation
- D. to store numerical representations of data
Answer: D
Explanation:
A vector database stores embeddings, which are numerical representations of data, so a RAG system can retrieve semantically relevant information for grounding the model's response.
NEW QUESTION # 50
A practitioner is solving a complex architectural problem by breaking it into four sequential prompts. Each prompt's output is fed as input into the next prompt in the sequence. Which prompt engineering technique is being used?
- A. meta-prompting
- B. few-shot prompting
- C. chain-of-thought prompting
- D. prompt chaining
Answer: D
Explanation:
Prompt chaining breaks a complex task into a sequence of connected prompts, where each response becomes part of the input for the next step.
NEW QUESTION # 51
What is the primary goal of Retrieval-Augmented Generation (RAG) in AI systems?
- A. Reduce GPU usage only
- B. Improve model responses with external knowledge
- C. Replace neural networks
- D. Encrypt AI datasets
Answer: B
Explanation:
RAG combines a large language model with external data retrieval systems so the model can answer using updated and domain-specific knowledge.
NEW QUESTION # 52
Which Cisco AI capability helps detect abnormal network behavior?
- A. BIOS recovery mode
- B. AI-driven anomaly detection
- C. Static routing
- D. Manual packet counting
Answer: B
Explanation:
AI systems can identify unusual patterns and potential threats automatically.
NEW QUESTION # 53
What is the role of embeddings in AI systems?
- A. Representing data numerically in vector space
- B. Assigning IP addresses
- C. Encrypting traffic
- D. Compressing logs
Answer: A
NEW QUESTION # 54
......
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