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| Section | Weight | Objectives |
|---|
| Topic 1: AI for Data Research and Analysis | | - Data exploration and transformation
- 1. Insight generation and validation
- 2. AI-assisted data cleaning
|
| Topic 2: Agentic AI Systems | | - Agent architecture
- 1. Multi-step reasoning workflows
- 2. Autonomous agents and orchestration
|
| Topic 3: Generative AI Models | 20% | - Model hosting and architecture
- 1. Latency, cost, privacy considerations
- 2. Cloud vs local deployment trade-offs
- Context and retrieval systems
- 1. RAG, embeddings, vector databases
- 2. Context windows and token limits
- Model fundamentals and use cases
- 1. LLMs and diffusion models overview
- 2. Use cases: summarization, code generation, content creation
|
| Topic 4: 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
|
| Topic 5: AI for Code and Workflow Optimization | | - AI-assisted software development
- 1. Code generation and debugging
- 2. SDLC integration
- Automation workflows
- 1. API integration basics
- 2. Workflow orchestration concepts
|
| Topic 6: Ethics and Security | 15% | - Responsible AI principles
- 1. Fairness, transparency, accountability
- 2. Bias mitigation
- AI security threats
- 1. Misinformation and hallucinations
- 2. AI-specific attack surfaces
- Data privacy and governance
- 1. Secure AI data handling
|
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Cisco AI Technical Practitioner Sample Questions (Q42-Q47):
NEW QUESTION # 42
Why is a Human-in-the-Loop requirement essential for AI governance in high-stakes environments like healthcare or finance?
- A. to increase the speed of AI response
- B. to prevent unauthorized access to data
- C. to ensure the validity of AI decisions
- D. to protect sensitive customer data
Answer: C
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 # 43
Which software development lifecycle phase utilizes AI to analyze stakeholder documentation for logical inconsistencies and to draft structured user stories?
- A. testing
- B. requirements
- C. maintenance
- D. implementation
Answer: B
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 # 44
What is a purpose of providing a JSON schema when configuring tool use for an AI agent?
- A. to map relationships between multiple tools in an agent workflow
- B. to encrypt the payload before it is sent to the external service
- C. to reduce the token count of the agent's system prompt
- D. to define the required parameters and data types the agent must return
Answer: D
Explanation:
A JSON schema defines the structure, required fields, and data types for tool calls, helping the agent provide valid inputs or outputs that the external tool can process reliably.
NEW QUESTION # 45
What is the primary goal of Retrieval-Augmented Generation (RAG) in AI systems?
- A. Reduce GPU usage only
- B. Replace neural networks
- C. Encrypt AI datasets
- 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 # 46
A marketing team must generate high-fidelity images for a new product launch. Which model is designed to handle this task through the process of iterative noise reduction?
- A. variational autoencoders
- B. large language models
- C. diffusion models
- D. generative adversarial networks
Answer: C
Explanation:
Diffusion models generate high-fidelity images by starting from noise and iteratively denoising it over multiple steps until a coherent image is produced.
NEW QUESTION # 47
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