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| Section | Weight | Objectives |
|---|
| 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
|
| 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
- Data transformation and mapping - AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
|
| Generative AI Models | 20% | - Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Retrieval Augmented Generation (RAG)
- 1. Embeddings
- 2. Vector databases
- 3. Grounding AI outputs in external knowledge
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Common use cases
- 1. Code generation
- 2. Content creation
- 3. Text summarization
- Model hosting strategies
- 1. Cost, latency, privacy, and scalability considerations
- 2. Cloud-based vs. local deployments
- Context windows and token management
- 1. Token limits
- 2. Response management
|
| 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
|
| Data Research and Analysis | | - Data analysis techniques
- 1. Statistical analysis
- 2. Data visualization
- Data collection and preparation
- 1. Data gathering methodologies
- 2. Data cleaning and preprocessing
|
| Prompt Engineering | 15% | - Security and safety
- 1. Improving response accuracy
- 2. Prompt injection attacks
- 3. Reducing hallucinations
- 4. Defensive prompting methods
- Principles and patterns
- 1. Constraints
- 2. Instructions
- 3. Roles
- Prompt structures
- 1. Audio generation
- 2. Image generation
- 3. Text generation
- Prompting techniques
- 1. Iterative prompting
- 2. Chained prompting
- 3. Few-shot prompting
|
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Cisco AI Technical Practitioner Sample Questions (Q49-Q54):
NEW QUESTION # 49
A developer provides AI with three examples of a log entry mapped to a specific error category before asking AI to categorize a new log entry. Which technique is being used?
- A. zero-shot prompting
- B. metaprompting
- C. few-shot prompting
- D. chain-of-thought
Answer: C
Explanation:
Few-shot prompting provides several examples of the expected input-output pattern so the AI can apply the same pattern to a new case.
NEW QUESTION # 50
What is the primary goal of Retrieval-Augmented Generation (RAG) in AI systems?
- A. Reduce GPU usage only
- B. Encrypt AI datasets
- C. Improve model responses with external knowledge
- D. Replace neural networks
Answer: C
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 # 51
What happens when the input provided to an LLM exceeds its context window limit?
- A. The model increases its context window size.
- B. The model caches the overflow data.
- C. The model loses the earliest part of the text.
- D. The model switches to a different algorithm.
Answer: C
Explanation:
When input exceeds the context window, the model cannot process all provided text at once, so earlier content may be truncated or pushed out of the active context.
NEW QUESTION # 52
What is the role of embeddings in AI systems?
- A. Compressing logs
- B. Encrypting traffic
- C. Assigning IP addresses
- D. Representing data numerically in vector space
Answer: D
NEW QUESTION # 53
How does AI support exploratory data analysis when working with large, unstructured datasets?
- A. by tuning inference parameters
- B. by compressing the datasets
- C. by identifying patterns and groupings
- D. by performing bit-by-bit reconstruction
Answer: C
Explanation:
AI supports exploratory data analysis by detecting patterns, clusters, themes, and relationships in large unstructured datasets, helping practitioners understand the data before deeper analysis.
NEW QUESTION # 54
......
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