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| Section | Weight | Objectives |
|---|
| Topic 1: Ethics and Security | 15% | - Responsible AI principles
- 1. Bias mitigation
- 2. Fairness, transparency, accountability
- AI security threats
- 1. Misinformation and hallucinations
- 2. AI-specific attack surfaces
- Data privacy and governance
- 1. Secure AI data handling
|
| Topic 2: AI for Code and Workflow Optimization | | - Automation workflows
- 1. API integration basics
- 2. Workflow orchestration concepts
- AI-assisted software development
- 1. SDLC integration
- 2. Code generation and debugging
|
| Topic 3: Prompt Engineering | 15% | - Security and robustness
- 1. Prompt injection risks
- 2. Mitigation and defensive prompting
- Prompting techniques
- 1. Chained and iterative prompting
- 2. Few-shot prompting
- Prompt design principles
- 1. Roles, instructions, constraints
|
| Topic 4: AI for Data Research and Analysis | | - Data exploration and transformation
- 1. AI-assisted data cleaning
- 2. Insight generation and validation
|
| Topic 5: Agentic AI Systems | | - Agent architecture
- 1. Multi-step reasoning workflows
- 2. Autonomous agents and orchestration
|
| Topic 6: Generative AI Models | 20% | - Model fundamentals and use cases
- 1. LLMs and diffusion models overview
- 2. Use cases: summarization, code generation, content creation
- Context and retrieval systems
- 1. Context windows and token limits
- 2. RAG, embeddings, vector databases
- Model hosting and architecture
- 1. Latency, cost, privacy considerations
- 2. Cloud vs local deployment trade-offs
|
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Cisco AI Technical Practitioner Sample Questions (Q19-Q24):
NEW QUESTION # 19
What is hallucination in generative AI?
- A. Database replication
- B. AI generating incorrect or fabricated information
- C. GPU overheating
- D. Network congestion
Answer: B
Explanation:
Hallucination occurs when an AI confidently produces false or misleading outputs.
NEW QUESTION # 20
What is the role of embeddings in AI systems?
- A. Representing data numerically in vector space
- B. Encrypting traffic
- C. Assigning IP addresses
- D. Compressing logs
Answer: A
NEW QUESTION # 21
Why are embeddings essential to the retrieval phase of a RAG system?
- A. They compress the prompt length.
- B. They reduce model hallucination.
- C. They provide a keyword index.
- 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 # 22
Why is a Human-in-the-Loop requirement essential for AI governance in high-stakes environments like healthcare or finance?
- A. to ensure the validity of AI decisions
- B. to protect sensitive customer data
- C. to increase the speed of AI response
- D. to prevent unauthorized access to data
Answer: A
Explanation:
Human-in-the-Loop governance ensures that a qualified person reviews, validates, and can override AI-generated decisions when outcomes may significantly affect people, such as medical diagnoses, treatment decisions, credit approvals, or financial risk assessments.
NEW QUESTION # 23
A team uses AI to scaffold a new microservice. What does this process involve?
- A. removing redundant logic
- B. testing the final production code
- C. creating automated deployment scripts
- D. generating the initial structure
Answer: D
Explanation:
Scaffolding uses AI to generate the initial project structure, boilerplate files, configuration, and basic code layout so the team can start development faster.
NEW QUESTION # 24
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