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| Section | Weight | Objectives |
|---|
| Topic 1: Ethics and Security | 15% | - AI security threats
- 1. AI-specific attack surfaces
- 2. Misinformation and hallucinations
- Responsible AI principles
- 1. Bias mitigation
- 2. Fairness, transparency, accountability
- Data privacy and governance
- 1. Secure AI data handling
|
| Topic 2: AI for Data Research and Analysis | | - Data exploration and transformation
- 1. AI-assisted data cleaning
- 2. Insight generation and validation
|
| Topic 3: Agentic AI Systems | | - Agent architecture
- 1. Autonomous agents and orchestration
- 2. Multi-step reasoning workflows
|
| Topic 4: 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. RAG, embeddings, vector databases
- 2. Context windows and token limits
- Model hosting and architecture
- 1. Latency, cost, privacy considerations
- 2. Cloud vs local deployment trade-offs
|
| Topic 5: Prompt Engineering | 15% | - Prompting techniques
- 1. Chained and iterative prompting
- 2. Few-shot prompting
- Security and robustness
- 1. Mitigation and defensive prompting
- 2. Prompt injection risks
- Prompt design principles
- 1. Roles, instructions, constraints
|
| Topic 6: AI for Code and Workflow Optimization | | - AI-assisted software development
- 1. Code generation and debugging
- 2. SDLC integration
- Automation workflows
- 1. Workflow orchestration concepts
- 2. API integration basics
|
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Cisco AI Technical Practitioner Sample Questions (Q49-Q54):
NEW QUESTION # 49
Which algorithm category is used when no labels exist in data?
- A. Unsupervised learning
- B. Supervised learning
- C. Reinforcement learning only
- D. Deterministic routing
Answer: A
Explanation:
Unsupervised learning discovers patterns or groupings without labeled outputs.
NEW QUESTION # 50
Which risk occurs when an AI model provides an outdated technical specification because it was trained before the new standard was released?
- A. data poisoning
- B. misinformation
- C. disinformation
- D. knowledge cut-off
Answer: D
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information about events, standards, or specifications released after its training data period, causing it to provide outdated information.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 # 51
Which AI model type is best suited for image recognition tasks?
- A. Linear Regression
- B. K-Means
- C. Convolutional Neural Network (CNN)
- D. Decision Tree only
Answer: C
Explanation:
CNNs are optimized for image and visual pattern recognition.
NEW QUESTION # 52
What is the role of the client in the Model Context Protocol?
- A. to provide resources for task execution
- B. to act as a tool or service provider
- C. to act as an LLM for inferencing
- D. to orchestrate interactions with servers
Answer: D
NEW QUESTION # 53
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. few-shot prompting
- B. chain-of-thought
- C. zero-shot prompting
- D. metaprompting
Answer: A
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 # 54
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