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| Section | Weight | Objectives |
|---|
| Topic 1: Data Research and Analysis | | - Data analysis techniques
- 1. Data visualization
- 2. Statistical analysis
- Data collection and preparation
- 1. Data gathering methodologies
- 2. Data cleaning and preprocessing
|
| Topic 2: Agentic AI | 20% | - Data transformation and mapping - Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
- Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
- AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
|
| Topic 3: Prompt Engineering | 15% | - Security and safety
- 1. Prompt injection attacks
- 2. Improving response accuracy
- 3. Reducing hallucinations
- 4. Defensive prompting methods
- Prompting techniques
- 1. Iterative prompting
- 2. Few-shot prompting
- 3. Chained prompting
- Prompt structures
- 1. Image generation
- 2. Text generation
- 3. Audio generation
- Principles and patterns
- 1. Roles
- 2. Constraints
- 3. Instructions
|
| Topic 4: Generative AI Models | 20% | - 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
- Common use cases
- 1. Content creation
- 2. Text summarization
- 3. Code generation
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Retrieval Augmented Generation (RAG)
- 1. Embeddings
- 2. Grounding AI outputs in external knowledge
- 3. Vector databases
- Context windows and token management
- 1. Token limits
- 2. Response management
|
| Topic 5: AI Ethics and Security | | - Ethical considerations in AI
- 1. Transparency and explainability
- 2. Bias and fairness
- Security threats and mitigations
- 1. Data privacy
- 2. Model security
|
| Topic 6: 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
|
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Cisco AI Technical Practitioner Sample Questions (Q60-Q65):
NEW QUESTION # 60
Why is a Human-in-the-Loop workflow essential when an AI agent has write access to a production database?
- A. to provide administrative credentials required to bypass MFA requirements
- B. to allow the AI agent to bypass the integrity constraints of the database
- C. to allow the AI agent to automatically resolve transaction deadlocks
- D. to serve as a safety gate against unintended data modifications
Answer: D
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 # 61
Which workflow mechanism is being used when a company implements a policy where an AI agent can draft a customer email, but a human must authorize the transmission?
- A. approval gate
- B. injection mitigation
- C. drift monitoring
- D. data lineage
Answer: A
Explanation:
An approval gate requires human authorization before a high-impact or externally visible action is executed, such as sending an AI-drafted customer email.
NEW QUESTION # 62
In an AI-powered automation workflow, what is deterministic branching?
- A. A workflow state that pauses execution until a human manually determines the next step.
- B. A dynamic system where branching criteria evolve over time using optimization algorithms.
- C. A process where the AI model autonomously selects the next step based on its internal confidence score.
- D. A decision point where the next step is dictated by specific, pre-programmed rules.
Answer: D
Explanation:
Deterministic branching uses predefined rules or conditions to decide the next workflow step, making the path predictable and repeatable rather than model-driven or manually selected.
NEW QUESTION # 63
Why are embeddings essential to the retrieval phase of a RAG system?
- A. They compress the prompt length.
- B. They provide a keyword index.
- C. They reduce model hallucination.
- D. They represent semantic meaning.
Answer: D
Explanation:
Embeddings convert text into numerical vectors that capture semantic meaning, allowing a RAG system to retrieve content that is conceptually relevant to the user's query rather than relying only on exact keyword matches.
NEW QUESTION # 64
What is an advantage of cloud-hosted API services when comparing cloud-hosted and locally hosted AI models?
- A. full control over data residency and privacy
- B. rapid elastic scaling for unpredictable inference demand
- C. lower network latency for all end users
- D. elimination of per-token operational costs
Answer: B
Explanation:
Cloud-hosted API services can scale inference capacity quickly based on demand, making them suitable for workloads with unpredictable or fluctuating usage.
NEW QUESTION # 65
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