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| Section | Weight | Objectives |
|---|
| Topic 1: Agentic AI | 20% | - Differentiation from Generative AI
- 1. Autonomous capabilities
- 2. Use cases comparison
- Data transformation and mapping - AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
- Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
|
| Topic 2: Prompt Engineering | 15% | - Prompt structures
- 1. Text generation
- 2. Audio generation
- 3. Image generation
- Principles and patterns
- 1. Instructions
- 2. Constraints
- 3. Roles
- Security and safety
- 1. Improving response accuracy
- 2. Prompt injection attacks
- 3. Reducing hallucinations
- 4. Defensive prompting methods
- Prompting techniques
- 1. Iterative prompting
- 2. Chained prompting
- 3. Few-shot prompting
|
| Topic 3: 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
|
| Topic 4: Generative AI Models | 20% | - Model selection
- 1. Reasoning and multimodal tasks
- 2. Selection from AI hubs
- Retrieval Augmented Generation (RAG)
- 1. Grounding AI outputs in external knowledge
- 2. Vector databases
- 3. Embeddings
- Context windows and token management
- 1. Response management
- 2. Token limits
- Common use cases
- 1. Text summarization
- 2. Code generation
- 3. Content creation
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
- Major generative model families
- 1. Large language models (LLMs)
- 2. Diffusion models
|
| Topic 5: Data Research and Analysis | | - Data analysis techniques
- 1. Statistical analysis
- 2. Data visualization
- Data collection and preparation
- 1. Data cleaning and preprocessing
- 2. Data gathering methodologies
|
| Topic 6: 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
|
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Cisco AI Technical Practitioner Sample Questions (Q11-Q16):
NEW QUESTION # 11
What happens when the input provided to an LLM exceeds its context window limit?
- A. The model caches the overflow data.
- B. The model increases its context window size.
- 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 # 12
How does a coordinator agent function in a multi-agent AI framework?
- A. It replaces the need for multiple agents by handling tasks within a single reasoning loop.
- B. It orchestrates task delegation across specialized agents and aggregates the outputs.
- C. It fine-tunes each agent's model weights to optimize performance on assigned tasks.
- D. It serves as the external data source that each agent queries for grounding information.
Answer: B
Explanation:
A coordinator agent manages the overall workflow by assigning tasks to specialized agents, coordinating their interactions, and combining their outputs into a final result.
NEW QUESTION # 13
In supervised machine learning, what is required?
- A. No data
- B. Only encrypted traffic
- C. Random hardware failures
- D. Labeled datasets
Answer: D
NEW QUESTION # 14
Which metric is commonly used to evaluate classification models?
- A. Packet TTL
- B. Voltage
- C. Throughput only
- D. Accuracy
Answer: D
Explanation:
Accuracy measures how many predictions were correct out of total predictions.
NEW QUESTION # 15
What is a use case for generative AI in the testing phase of the software development lifecycle?
- A. drafting user stories
- B. generating synthetic test data
- C. generating automated documentation
- D. performing static code analysis
Answer: B
Explanation:
Generative AI can create synthetic test data that simulates realistic inputs and edge cases, helping validate application behavior during the testing phase without relying only on production data.
NEW QUESTION # 16
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