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| Section | Weight | Objectives |
|---|
| Topic 1: 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 2: Generative AI Models | 20% | - Context windows and token management
- 1. Response management
- 2. Token limits
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
- Common use cases
- 1. Content creation
- 2. Code generation
- 3. Text summarization
- Retrieval Augmented Generation (RAG)
- 1. Vector databases
- 2. Embeddings
- 3. Grounding AI outputs in external knowledge
- Model selection
- 1. Reasoning and multimodal tasks
- 2. Selection from AI hubs
- Major generative model families
- 1. Large language models (LLMs)
- 2. Diffusion models
|
| Topic 3: 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
|
| Topic 4: Prompt Engineering | 15% | - Prompt structures
- 1. Text generation
- 2. Image generation
- 3. Audio generation
- Security and safety
- 1. Improving response accuracy
- 2. Reducing hallucinations
- 3. Prompt injection attacks
- 4. Defensive prompting methods
- Prompting techniques
- 1. Few-shot prompting
- 2. Chained prompting
- 3. Iterative prompting
- Principles and patterns
- 1. Roles
- 2. Instructions
- 3. Constraints
|
| Topic 5: Agentic AI | 20% | - Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
- Data transformation and mapping - Model Context Protocol (MCP)
- 1. MCP framework primitives
- 2. Context in agentic AI
- AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
|
| Topic 6: AI for Code and Workflow Optimization | | - AI-assisted code development
- 1. Code review and debugging
- 2. Code generation
- Workflow automation
- 1. Task optimization
- 2. Process automation
|
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Cisco AI Technical Practitioner Sample Questions (Q65-Q70):
NEW QUESTION # 65
Which activity is an agentic AI use case compared to a standard generative AI use case?
- A. writing a poem about routing
- B. translating a short email
- C. generating a meeting summary
- D. autonomously fixing a build
Answer: D
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 # 66
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. providing inline co-pilot assistance
- B. performing code scaffolding
- C. implementing predictive function logic
- D. executing legacy code refactoring
Answer: B
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 # 67
What is a corporate data privacy risk when using a public AI chatbot?
- A. The AI will provide hallucinated technical specifications.
- B. The data will be encrypted at rest instead of in transit.
- C. The input data may be used for model training.
- D. The AI will provide biased technical advice.
Answer: C
Explanation:
A public AI chatbot may retain submitted corporate data or use it to improve model training, which can expose confidential, proprietary, or regulated information outside the organization's control.
NEW QUESTION # 68
A practitioner uses self-consistency by running the same prompt three times and comparing the results. What is the goal of this strategy?
- A. to increase the response speed
- B. to verify the output reliability
- C. to bypass the context window
- D. to increase the model creativity
Answer: B
Explanation:
Self-consistency compares multiple responses to the same prompt to check whether the model produces stable, reliable results across repeated runs.
NEW QUESTION # 69
How does a coordinator agent function in a multi-agent AI framework?
- A. It serves as the external data source that each agent queries for grounding information.
- 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 replaces the need for multiple agents by handling tasks within a single reasoning loop.
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 # 70
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