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| Section | Weight | Objectives |
|---|
| Prompt Engineering | 15% | - Security and safety
- 1. Prompt injection attacks
- 2. Reducing hallucinations
- 3. Improving response accuracy
- 4. Defensive prompting methods
- Prompt structures
- 1. Text generation
- 2. Audio generation
- 3. Image generation
- Principles and patterns
- 1. Constraints
- 2. Roles
- 3. Instructions
- Prompting techniques
- 1. Few-shot prompting
- 2. Iterative prompting
- 3. Chained prompting
|
| 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
|
| 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
|
| AI Ethics and Security | | - Security threats and mitigations
- 1. Data privacy
- 2. Model security
- Ethical considerations in AI
- 1. Bias and fairness
- 2. Transparency and explainability
|
| Agentic AI | 20% | - Data transformation and mapping - Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
- AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
- Differentiation from Generative AI
- 1. Autonomous capabilities
- 2. Use cases comparison
|
| Generative AI Models | 20% | - Common use cases
- 1. Content creation
- 2. Text summarization
- 3. Code generation
- Context windows and token management
- 1. Token limits
- 2. Response management
- Retrieval Augmented Generation (RAG)
- 1. Vector databases
- 2. Grounding AI outputs in external knowledge
- 3. Embeddings
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
|
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Cisco AI Technical Practitioner Sample Questions (Q43-Q48):
NEW QUESTION # 43
What is the role of an MCP server in the MCP open standard?
- A. to provide the GUI for the end-user interaction
- B. to host the LLM and perform token inference
- C. to route requests between different AI providers
- D. to expose tools and resources to an AI model
Answer: D
Explanation:
An MCP server exposes external tools, data sources, and resources through a standardized interface so an AI model or agent can access capabilities beyond its built-in training data.
NEW QUESTION # 44
Which action demonstrates the principle of fairness in a generative AI deployment?
- A. redacting PII from the training dataset
- B. auditing model outputs for bias
- C. hosting the model in a carbon-neutral data center
- D. requiring users to sign Acceptable Use Policies
Answer: B
Explanation:
Fairness requires checking whether model outputs treat users or groups equitably, so auditing outputs for bias helps identify and reduce discriminatory or unequal outcomes.
NEW QUESTION # 45
Which generative AI model family should be used for identifying and summarizing technical themes across thousands of unstructured network incident reports?
- A. variational autoencoders
- B. diffusion models
- C. large language models
- D. generative adversarial networks
Answer: C
Explanation:
Large language models are designed to process and generate natural language, making them suitable for identifying recurring technical themes and summarizing large volumes of unstructured incident reports.
NEW QUESTION # 46
A practitioner is using AI to analyze customer support tickets and usage data to compare customer complaint patterns across segments. According to the 4-step EDA methodology, what is the next action after generating a high-level summary of the feedback?
- A. hypothesize
- B. visualize
- C. correlate
- D. orient
Answer: A
Explanation:
In the 4-step EDA methodology, after orienting with a high-level summary, the next step is to form hypotheses about possible patterns or relationships in the data, such as why complaint patterns differ across customer segments.
NEW QUESTION # 47
Which design principle helps prevent an autonomous agent from looping infinitely and wasting tokens?
- A. using smaller contexts
- B. using known patterns
- C. implementing constraints
- D. removing system prompts
Answer: C
Explanation:
Implementing constraints, such as maximum iteration limits, stop conditions, and execution boundaries, helps prevent an autonomous agent from repeatedly running actions without reaching a valid endpoint.
NEW QUESTION # 48
......
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