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| Section | Weight | Objectives |
|---|
| AI Ethics and Security | | - Ethical considerations in AI
- 1. Bias and fairness
- 2. Transparency and explainability
- Security threats and mitigations
- 1. Data privacy
- 2. Model security
|
| Prompt Engineering | 15% | - Principles and patterns
- 1. Instructions
- 2. Roles
- 3. Constraints
- Prompting techniques
- 1. Few-shot prompting
- 2. Iterative prompting
- 3. Chained prompting
- Prompt structures
- 1. Text generation
- 2. Audio generation
- 3. Image generation
- Security and safety
- 1. Reducing hallucinations
- 2. Prompt injection attacks
- 3. Defensive prompting methods
- 4. Improving response accuracy
|
| Agentic AI | 20% | - AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
- Data transformation and mapping - Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
- Differentiation from Generative AI
- 1. Autonomous capabilities
- 2. Use cases comparison
|
| Generative AI Models | 20% | - Common use cases
- 1. Code generation
- 2. Content creation
- 3. Text summarization
- Context windows and token management
- 1. Response management
- 2. Token limits
- Model hosting strategies
- 1. Cost, latency, privacy, and scalability considerations
- 2. Cloud-based vs. local deployments
- Retrieval Augmented Generation (RAG)
- 1. Embeddings
- 2. Vector databases
- 3. Grounding AI outputs in external knowledge
- 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 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
|
| 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
|
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Cisco AI Technical Practitioner Sample Questions (Q25-Q30):
NEW QUESTION # 25
Which factor should be considered when selecting a pre-trained model for a mobile application with limited local computational resources?
- A. parameter count of the model
- B. training duration of the model
- C. response creativity level of the model
- D. release frequency of the model
Answer: A
Explanation:
Parameter count affects model size, memory usage, and compute requirements, so a smaller model is usually more suitable for a mobile application with limited local resources.
NEW QUESTION # 26
Which AI model type is best suited for image recognition tasks?
- A. Decision Tree only
- B. Convolutional Neural Network (CNN)
- C. Linear Regression
- D. K-Means
Answer: B
Explanation:
CNNs are optimized for image and visual pattern recognition.
NEW QUESTION # 27
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. local LLM deployment on internal hardware
- B. managed SaaS AI platform with SOC 2 audit
- C. hybrid deployment with cloud-based backup
- D. cloud-based API with Zero Data Retention
Answer: A
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 # 28
What is the benefit of AI Ops (AIOps) in networking?
- A. Removes cloud computing
- B. Disables telemetry
- C. Eliminates all routers
- D. Automates monitoring and incident analysis
Answer: D
Explanation:
AIOps uses AI to improve IT operations, detect anomalies, and accelerate troubleshooting.
NEW QUESTION # 29
In an AI-powered automation workflow, what is the function of an approval gate?
- A. to trigger automated completion notifications to project stakeholders
- 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 automatically block deployments if system health alerts are active
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 # 30
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