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| Section | Weight | Objectives |
|---|
| Generative AI Models | 20% | - Context and retrieval systems
- 1. Context windows and token limits
- 2. RAG, embeddings, vector databases
- Model hosting and architecture
- 1. Cloud vs local deployment trade-offs
- 2. Latency, cost, privacy considerations
- Model fundamentals and use cases
- 1. Use cases: summarization, code generation, content creation
- 2. LLMs and diffusion models overview
|
| AI for Data Research and Analysis | | - Data exploration and transformation
- 1. AI-assisted data cleaning
- 2. Insight generation and validation
|
| Ethics and Security | 15% | - Data privacy and governance
- 1. Secure AI data handling
- AI security threats
- 1. Misinformation and hallucinations
- 2. AI-specific attack surfaces
- Responsible AI principles
- 1. Fairness, transparency, accountability
- 2. Bias mitigation
|
| Agentic AI Systems | | - Agent architecture
- 1. Autonomous agents and orchestration
- 2. Multi-step reasoning workflows
|
| AI for Code and Workflow Optimization | | - Automation workflows
- 1. API integration basics
- 2. Workflow orchestration concepts
- AI-assisted software development
- 1. Code generation and debugging
- 2. SDLC integration
|
| Prompt Engineering | 15% | - Prompt design principles
- 1. Roles, instructions, constraints
- Prompting techniques
- 1. Chained and iterative prompting
- 2. Few-shot prompting
- Security and robustness
- 1. Prompt injection risks
- 2. Mitigation and defensive prompting
|
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Cisco AI Technical Practitioner Sample Questions (Q42-Q47):
NEW QUESTION # 42
Which AI concern focuses on protecting sensitive information?
- A. VLAN tagging
- B. Packet fragmentation
- C. Data privacy
- D. Clock synchronization
Answer: C
Explanation:
AI systems must ensure sensitive data is securely handled and protected.
NEW QUESTION # 43
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 serve as a safety gate against unintended data modifications
- D. to allow the AI agent to automatically resolve transaction deadlocks
Answer: C
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 # 44
Which metric is commonly used to evaluate classification models?
- A. Voltage
- B. Throughput only
- C. Accuracy
- D. Packet TTL
Answer: C
Explanation:
Accuracy measures how many predictions were correct out of total predictions.
NEW QUESTION # 45
Which risk occurs when an AI model provides an outdated technical specification because it was trained before the new standard was released?
- A. disinformation
- B. knowledge cut-off
- C. data poisoning
- D. misinformation
Answer: B
Explanation:
Knowledge cut-off occurs when a model lacks information about events, standards, or specifications released after its training data period, causing it to provide outdated information.
NEW QUESTION # 46
Which role does AI play in assisting with the refactoring of software code?
- A. integrating a new API
- B. reducing manual code documentation
- C. creating a new database schema
- D. identifying flaws and improving design
Answer: D
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 # 47
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