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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. Data privacy
- 2. Model security
|
| Topic 2: Data Research and Analysis | | - Data analysis techniques
- 1. Data visualization
- 2. Statistical analysis
- Data collection and preparation
- 1. Data cleaning and preprocessing
- 2. Data gathering methodologies
|
| Topic 3: Prompt Engineering | 15% | - Security and safety
- 1. Defensive prompting methods
- 2. Reducing hallucinations
- 3. Improving response accuracy
- 4. Prompt injection attacks
- Prompting techniques
- 1. Chained prompting
- 2. Few-shot prompting
- 3. Iterative prompting
- Principles and patterns
- 1. Roles
- 2. Constraints
- 3. Instructions
- Prompt structures
- 1. Audio generation
- 2. Image generation
- 3. Text generation
|
| Topic 4: AI for Code and Workflow Optimization | | - Workflow automation
- 1. Task optimization
- 2. Process automation
- AI-assisted code development
- 1. Code review and debugging
- 2. Code generation
|
| Topic 5: Generative AI Models | 20% | - Context windows and token management
- 1. Response management
- 2. Token limits
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Common use cases
- 1. Text summarization
- 2. Content creation
- 3. Code generation
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- 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
|
| Topic 6: Agentic AI | 20% | - 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
- Data transformation and mapping - Differentiation from Generative AI
- 1. Autonomous capabilities
- 2. Use cases comparison
|
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Cisco AI Technical Practitioner Sample Questions (Q42-Q47):
NEW QUESTION # 42
What is a purpose of providing a JSON schema when configuring tool use for an AI agent?
- A. to reduce the token count of the agent's system prompt
- B. to encrypt the payload before it is sent to the external service
- C. to map relationships between multiple tools in an agent workflow
- D. to define the required parameters and data types the agent must return
Answer: D
Explanation:
A JSON schema defines the structure, required fields, and data types for tool calls, helping the agent provide valid inputs or outputs that the external tool can process reliably.
NEW QUESTION # 43
A practitioner must reduce the financial cost of a high-volume summarization task. Which strategy addresses token-based billing?
- A. increasing the model temperature
- B. expanding the total context window
- C. minimizing the input prompt size
- D. increasing the model sampling rate
Answer: C
Explanation:
Token-based billing is driven by the number of input and output tokens processed, so reducing the prompt size lowers the total tokens consumed across high-volume summarization requests.
NEW QUESTION # 44
What is the role of the client in the Model Context Protocol?
- A. to orchestrate interactions with servers
- B. to act as a tool or service provider
- C. to act as an LLM for inferencing
- D. to provide resources for task execution
Answer: A
NEW QUESTION # 45
Which AI model type is best suited for image recognition tasks?
- A. Convolutional Neural Network (CNN)
- B. K-Means
- C. Decision Tree only
- D. Linear Regression
Answer: A
Explanation:
CNNs are optimized for image and visual pattern recognition.
NEW QUESTION # 46
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. cloud-based API with Zero Data Retention
- C. hybrid deployment with cloud-based backup
- D. managed SaaS AI platform with SOC 2 audit
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 # 47
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