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| Section | Weight | Objectives |
|---|
| Topic 1: Agentic AI Systems | | - Agent architecture
- 1. Multi-step reasoning workflows
- 2. Autonomous agents and orchestration
|
| Topic 2: AI for Data Research and Analysis | | - Data exploration and transformation
- 1. Insight generation and validation
- 2. AI-assisted data cleaning
|
| Topic 3: Ethics and Security | 15% | - Data privacy and governance
- 1. Secure AI data handling
- Responsible AI principles
- 1. Fairness, transparency, accountability
- 2. Bias mitigation
- AI security threats
- 1. AI-specific attack surfaces
- 2. Misinformation and hallucinations
|
| Topic 4: 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. Mitigation and defensive prompting
- 2. Prompt injection risks
|
| Topic 5: Generative AI Models | 20% | - Model hosting and architecture
- 1. Cloud vs local deployment trade-offs
- 2. Latency, cost, privacy considerations
- Context and retrieval systems
- 1. RAG, embeddings, vector databases
- 2. Context windows and token limits
- Model fundamentals and use cases
- 1. Use cases: summarization, code generation, content creation
- 2. LLMs and diffusion models overview
|
| Topic 6: AI for Code and Workflow Optimization | | - AI-assisted software development
- 1. SDLC integration
- 2. Code generation and debugging
- Automation workflows
- 1. API integration basics
- 2. Workflow orchestration concepts
|
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Cisco AI Technical Practitioner Sample Questions (Q54-Q59):
NEW QUESTION # 54
A developer provides AI with three examples of a log entry mapped to a specific error category before asking AI to categorize a new log entry. Which technique is being used?
- A. zero-shot prompting
- B. few-shot prompting
- C. metaprompting
- D. chain-of-thought
Answer: B
Explanation:
Few-shot prompting provides several examples of the expected input-output pattern so the AI can apply the same pattern to a new case.
NEW QUESTION # 55
Which software development lifecycle phase utilizes AI to analyze stakeholder documentation for logical inconsistencies and to draft structured user stories?
- A. maintenance
- B. implementation
- C. requirements
- D. testing
Answer: C
Explanation:
In the requirements phase, AI can analyze stakeholder documentation to identify logical gaps or inconsistencies and help convert business needs into structured user stories.
NEW QUESTION # 56
In supervised machine learning, what is required?
- A. No data
- B. Labeled datasets
- C. Random hardware failures
- D. Only encrypted traffic
Answer: B
Explanation:
Supervised learning trains models using labeled input-output pairs.
NEW QUESTION # 57
Which AI concern focuses on protecting sensitive information?
- A. Data privacy
- B. VLAN tagging
- C. Packet fragmentation
- D. Clock synchronization
Answer: A
Explanation:
AI systems must ensure sensitive data is securely handled and protected.
NEW QUESTION # 58
Which threat involves an attacker intentionally contaminating the training set of a model to influence its future behavior?
- A. data poisoning
- B. algorithmic bias
- C. gradient inversion
- D. direct prompt injection
Answer: A
Explanation:
Data poisoning occurs when an attacker deliberately manipulates or contaminates training data so the model learns harmful, biased, or attacker-controlled behavior.
NEW QUESTION # 59
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