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| Section | Weight | Objectives |
|---|
| Data Research and Analysis | | - Data collection and preparation
- 1. Data gathering methodologies
- 2. Data cleaning and preprocessing
- Data analysis techniques
- 1. Data visualization
- 2. Statistical analysis
|
| Agentic AI | 20% | - Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
- AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
- Data transformation and mapping - Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
|
| 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
|
| Prompt Engineering | 15% | - Principles and patterns
- 1. Roles
- 2. Instructions
- 3. Constraints
- Prompt structures
- 1. Image generation
- 2. Text generation
- 3. Audio generation
- Security and safety
- 1. Improving response accuracy
- 2. Reducing hallucinations
- 3. Prompt injection attacks
- 4. Defensive prompting methods
- Prompting techniques
- 1. Iterative prompting
- 2. Chained prompting
- 3. Few-shot prompting
|
| Generative AI Models | 20% | - Common use cases
- 1. Text summarization
- 2. Code generation
- 3. Content creation
- Context windows and token management
- 1. Token limits
- 2. Response management
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
- Major generative model families
- 1. Large language models (LLMs)
- 2. Diffusion models
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Retrieval Augmented Generation (RAG)
- 1. Grounding AI outputs in external knowledge
- 2. Embeddings
- 3. Vector databases
|
| 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
|
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Cisco AI Technical Practitioner Sample Questions (Q51-Q56):
NEW QUESTION # 51
What is a purpose of providing a JSON schema when configuring tool use for an AI agent?
- A. to encrypt the payload before it is sent to the external service
- B. to map relationships between multiple tools in an agent workflow
- C. to define the required parameters and data types the agent must return
- D. to reduce the token count of the agent's system prompt
Answer: C
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 # 52
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. orient
- B. visualize
- C. hypothesize
- D. correlate
Answer: C
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 # 53
Why are prompts important in generative AI systems?
- A. They encrypt AI hardware
- B. They eliminate hallucinations completely
- C. They replace training datasets
- D. They determine model behavior and output quality
Answer: D
Explanation:
Well-structured prompts significantly improve response accuracy and relevance.
NEW QUESTION # 54
What is the main advantage of cloud-based AI services?
- A. No need for networking
- B. Unlimited free hardware
- C. Scalability and flexible compute resources
- D. Elimination of cybersecurity risks
Answer: C
Explanation:
Cloud AI platforms provide scalable infrastructure and elastic computing power for AI workloads.
NEW QUESTION # 55
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. variational autoencoders
- B. generative adversarial networks
- 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 # 56
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