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| Section | Weight | Objectives |
|---|
| Agentic AI | 20% | - AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
- Model Context Protocol (MCP)
- 1. MCP framework primitives
- 2. Context in agentic AI
- Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
- Data transformation and mapping
|
| AI for Code and Workflow Optimization | | - Workflow automation
- 1. Process automation
- 2. Task optimization
- AI-assisted code development
- 1. Code generation
- 2. Code review and debugging
|
| Prompt Engineering | 15% | - Prompt structures
- 1. Audio generation
- 2. Image generation
- 3. Text generation
- Security and safety
- 1. Improving response accuracy
- 2. Prompt injection attacks
- 3. Defensive prompting methods
- 4. Reducing hallucinations
- Principles and patterns
- 1. Instructions
- 2. Constraints
- 3. Roles
- Prompting techniques
- 1. Chained prompting
- 2. Few-shot prompting
- 3. Iterative prompting
|
| Generative AI Models | 20% | - Retrieval Augmented Generation (RAG)
- 1. Embeddings
- 2. Grounding AI outputs in external knowledge
- 3. Vector databases
- 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. Code generation
- 2. Text summarization
- 3. Content creation
- Model selection
- 1. Reasoning and multimodal tasks
- 2. Selection from AI hubs
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
|
| AI Ethics and Security | | - Security threats and mitigations
- 1. Model security
- 2. Data privacy
- Ethical considerations in AI
- 1. Bias and fairness
- 2. Transparency and explainability
|
| 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 (Q67-Q72):
NEW QUESTION # 67
Which strategy should be used to mitigate hallucinations when asking an AI to summarize a specific technical document?
- A. requesting citations for the summary
- B. removing negative constraints
- C. using a short system prompt
- D. increasing the model creativity
Answer: A
Explanation:
Requesting citations grounds the summary in the provided technical document and makes the model support its claims with specific source references, reducing the chance of unsupported or fabricated content.
NEW QUESTION # 68
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. correlate
- C. orient
- D. visualize
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 # 69
An organization has regulatory requirements that prohibit any proprietary source code from leaving the internal network. Which hosting strategy provides the highest level of data sovereignty?
- A. managed SaaS AI platform with SOC 2 audit
- B. cloud-based API with Zero Data Retention
- C. hybrid deployment with cloud-based backup
- D. local LLM deployment on internal hardware
Answer: D
Explanation:
Local LLM deployment on internal hardware keeps proprietary source code within the organization's internal network, providing the strongest control over data location, access, and governance.
NEW QUESTION # 70
A team uses AI to scaffold a new microservice. What does this process involve?
- A. removing redundant logic
- B. generating the initial structure
- C. testing the final production code
- D. creating automated deployment scripts
Answer: B
Explanation:
Scaffolding uses AI to generate the initial project structure, boilerplate files, configuration, and basic code layout so the team can start development faster.
NEW QUESTION # 71
A marketing team must generate high-fidelity images for a new product launch. Which model is designed to handle this task through the process of iterative noise reduction?
- A. generative adversarial networks
- B. variational autoencoders
- C. diffusion models
- D. large language models
Answer: C
Explanation:
Diffusion models generate high-fidelity images by starting from noise and iteratively denoising it over multiple steps until a coherent image is produced.
NEW QUESTION # 72
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