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| Section | Weight | Objectives |
|---|
| Topic 1: 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
|
| Topic 2: 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
|
| Topic 3: Generative AI Models | 20% | - Retrieval Augmented Generation (RAG)
- 1. Grounding AI outputs in external knowledge
- 2. Embeddings
- 3. Vector databases
- Model selection
- 1. Reasoning and multimodal tasks
- 2. Selection from AI hubs
- Model hosting strategies
- 1. Cost, latency, privacy, and scalability considerations
- 2. Cloud-based vs. local deployments
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Common use cases
- 1. Code generation
- 2. Text summarization
- 3. Content creation
- Context windows and token management
- 1. Response management
- 2. Token limits
|
| Topic 4: Data Research and Analysis | | - Data collection and preparation
- 1. Data cleaning and preprocessing
- 2. Data gathering methodologies
- Data analysis techniques
- 1. Statistical analysis
- 2. Data visualization
|
| Topic 5: Prompt Engineering | 15% | - Prompting techniques
- 1. Iterative prompting
- 2. Chained prompting
- 3. Few-shot prompting
- Prompt structures
- 1. Audio generation
- 2. Image generation
- 3. Text generation
- Security and safety
- 1. Improving response accuracy
- 2. Defensive prompting methods
- 3. Reducing hallucinations
- 4. Prompt injection attacks
- Principles and patterns
- 1. Constraints
- 2. Instructions
- 3. Roles
|
| Topic 6: Agentic AI | 20% | - 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
- Data transformation and mapping - Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
|
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Cisco AI Technical Practitioner Sample Questions (Q66-Q71):
NEW QUESTION # 66
Which algorithm category is used when no labels exist in data?
- A. Reinforcement learning only
- B. Deterministic routing
- C. Supervised learning
- D. Unsupervised learning
Answer: D
Explanation:
Unsupervised learning discovers patterns or groupings without labeled outputs.
NEW QUESTION # 67
Which risk occurs when an AI model provides an outdated technical specification because it was trained before the new standard was released?
- A. knowledge cut-off
- B. disinformation
- C. data poisoning
- D. misinformation
Answer: A
Explanation:
Knowledge cut-off occurs when a model lacks information about events, standards, or specifications released after its training data period, causing it to provide outdated information.
NEW QUESTION # 68
What is the role of the client in the Model Context Protocol?
- A. to act as an LLM for inferencing
- B. to act as a tool or service provider
- C. to provide resources for task execution
- D. to orchestrate interactions with servers
Answer: D
Explanation:
In the Model Context Protocol, the client manages communication between the AI application and MCP servers, coordinating requests for tools, resources, and context needed during task execution.
NEW QUESTION # 69
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. correlate
- B. visualize
- C. orient
- D. hypothesize
Answer: D
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 # 70
In an AI-powered automation workflow, what is the function of an approval gate?
- A. to automatically block deployments if system health alerts are active
- B. to ensure the internal logic of AI remains closed for modification
- C. to apply human judgement before high-impact actions are executed
- D. to trigger automated completion notifications to project stakeholders
Answer: C
Explanation:
An approval gate adds human review before an automated workflow performs a high-impact action, helping ensure that AI-driven decisions are checked for correctness, risk, and business impact before execution.
NEW QUESTION # 71
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