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| Section | Weight | Objectives |
|---|
| AI for Data Research and Analysis | | - Data exploration and transformation
- 1. Insight generation and validation
- 2. AI-assisted data cleaning
|
| 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. Context windows and token limits
- 2. RAG, embeddings, vector databases
- Model fundamentals and use cases
- 1. LLMs and diffusion models overview
- 2. Use cases: summarization, code generation, content creation
|
| Ethics and Security | 15% | - AI security threats
- 1. Misinformation and hallucinations
- 2. AI-specific attack surfaces
- Responsible AI principles
- 1. Fairness, transparency, accountability
- 2. Bias mitigation
- Data privacy and governance
- 1. Secure AI data handling
|
| 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
|
| Agentic AI Systems | | - Agent architecture
- 1. Multi-step reasoning workflows
- 2. Autonomous agents and orchestration
|
| Prompt Engineering | 15% | - Prompt design principles
- 1. Roles, instructions, constraints
- Prompting techniques
- 1. Few-shot prompting
- 2. Chained and iterative prompting
- Security and robustness
- 1. Mitigation and defensive prompting
- 2. Prompt injection risks
|
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Cisco AI Technical Practitioner Sample Questions (Q39-Q44):
NEW QUESTION # 39
When using AI to draft a technical proposal, what is the benefit of a format-agnostic strategy?
- A. It ensures the most creative text.
- B. It maintains contextual alignment.
- C. It allows for easy repurposing.
- D. It minimizes token consumption.
Answer: C
Explanation:
A format-agnostic strategy keeps the content independent of a specific final layout, making it easier to reuse or adapt the same proposal material for different formats such as email, slides, documents, or reports.
NEW QUESTION # 40
What is the purpose of tokenization in Large Language Models (LLMs)?
- A. Routing packets
- B. Splitting text into manageable units
- C. Compressing images
- D. Encrypting passwords
Answer: B
Explanation:
Tokenization converts text into smaller units (tokens) that AI models can process.
NEW QUESTION # 41
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 # 42
What is the primary goal of Retrieval-Augmented Generation (RAG) in AI systems?
- A. Encrypt AI datasets
- B. Replace neural networks
- C. Reduce GPU usage only
- D. Improve model responses with external knowledge
Answer: D
Explanation:
RAG combines a large language model with external data retrieval systems so the model can answer using updated and domain-specific knowledge.
NEW QUESTION # 43
Which Cisco platform provides AI-powered security analytics?
- A. Cisco Packet Tracer
- B. Cisco SecureX
- C. Cisco IOS ROMMON
- D. Cisco UCS Manager only
Answer: B
Explanation:
Cisco SecureX integrates security visibility, analytics, and automation using AI-driven insights.
NEW QUESTION # 44
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