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| Section | Weight | Objectives |
|---|
| Topic 1: Generative AI Models | 20% | - Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Model hosting strategies
- 1. Cost, latency, privacy, and scalability considerations
- 2. Cloud-based vs. local deployments
- Retrieval Augmented Generation (RAG)
- 1. Vector databases
- 2. Grounding AI outputs in external knowledge
- 3. Embeddings
- Context windows and token management
- 1. Token limits
- 2. Response management
- Model selection
- 1. Reasoning and multimodal tasks
- 2. Selection from AI hubs
- Common use cases
- 1. Code generation
- 2. Content creation
- 3. Text summarization
|
| 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: Agentic AI | 20% | - Differentiation from Generative AI
- 1. Autonomous capabilities
- 2. Use cases comparison
- Data transformation and mapping - AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
- Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
|
| Topic 4: AI for Code and Workflow Optimization | | - AI-assisted code development
- 1. Code generation
- 2. Code review and debugging
- Workflow automation
- 1. Process automation
- 2. Task optimization
|
| Topic 5: Prompt Engineering | 15% | - Prompt structures
- 1. Image generation
- 2. Audio generation
- 3. Text generation
- Security and safety
- 1. Reducing hallucinations
- 2. Defensive prompting methods
- 3. Improving response accuracy
- 4. Prompt injection attacks
- Prompting techniques
- 1. Iterative prompting
- 2. Few-shot prompting
- 3. Chained prompting
- Principles and patterns
- 1. Instructions
- 2. Constraints
- 3. Roles
|
| Topic 6: 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
|
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Cisco AI Technical Practitioner Sample Questions (Q32-Q37):
NEW QUESTION # 32
Which role does AI play in assisting with the refactoring of software code?
- A. identifying flaws and improving design
- B. reducing manual code documentation
- C. creating a new database schema
- D. integrating a new API
Answer: A
Explanation:
AI-assisted refactoring helps analyze existing code to identify design flaws, simplify structure, improve readability, and maintain behavior while making the code easier to maintain.
NEW QUESTION # 33
How does a coordinator agent function in a multi-agent AI framework?
- A. It replaces the need for multiple agents by handling tasks within a single reasoning loop.
- B. It orchestrates task delegation across specialized agents and aggregates the outputs.
- C. It serves as the external data source that each agent queries for grounding information.
- D. It fine-tunes each agent's model weights to optimize performance on assigned tasks.
Answer: B
Explanation:
A coordinator agent manages the overall workflow by assigning tasks to specialized agents, coordinating their interactions, and combining their outputs into a final result.
NEW QUESTION # 34
Why is a Human-in-the-Loop workflow essential when an AI agent has write access to a production database?
- A. to serve as a safety gate against unintended data modifications
- B. to provide administrative credentials required to bypass MFA requirements
- C. to allow the AI agent to bypass the integrity constraints of the database
- D. to allow the AI agent to automatically resolve transaction deadlocks
Answer: A
Explanation:
A Human-in-the-Loop workflow adds human approval before the agent performs high-risk write operations, helping prevent accidental, incorrect, or harmful changes to production data.
NEW QUESTION # 35
Why is defining a persona considered a best practice for technical prompt engineering?
- A. It guides the tone and vocabulary.
- B. It provides a pattern to emulate.
- C. It reduces the total token usage.
- D. It provides instructions for desired action.
Answer: A
Explanation:
Defining a persona guides the AI to respond with the appropriate role-based tone, vocabulary, level of technical depth, and communication style for the intended audience.
NEW QUESTION # 36
A practitioner is solving a complex architectural problem by breaking it into four sequential prompts. Each prompt's output is fed as input into the next prompt in the sequence. Which prompt engineering technique is being used?
- A. few-shot prompting
- B. meta-prompting
- C. prompt chaining
- D. chain-of-thought prompting
Answer: C
Explanation:
Prompt chaining breaks a complex task into a sequence of connected prompts, where each response becomes part of the input for the next step.
NEW QUESTION # 37
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