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| Section | Weight | Objectives |
|---|
| Topic 1: AI for Data Research and Analysis | | - Data exploration and transformation
- 1. AI-assisted data cleaning
- 2. Insight generation and validation
|
| Topic 2: Ethics and Security | 15% | - Responsible AI principles
- 1. Bias mitigation
- 2. Fairness, transparency, accountability
- Data privacy and governance
- 1. Secure AI data handling
- AI security threats
- 1. AI-specific attack surfaces
- 2. Misinformation and hallucinations
|
| Topic 3: AI for Code and Workflow Optimization | | - Automation workflows
- 1. Workflow orchestration concepts
- 2. API integration basics
- AI-assisted software development
- 1. Code generation and debugging
- 2. SDLC integration
|
| Topic 4: Generative AI Models | 20% | - Context and retrieval systems
- 1. RAG, embeddings, vector databases
- 2. Context windows and token limits
- 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
|
| Topic 5: Prompt Engineering | 15% | - Prompting techniques
- 1. Chained and iterative prompting
- 2. Few-shot prompting
- Prompt design principles
- 1. Roles, instructions, constraints
- Security and robustness
- 1. Mitigation and defensive prompting
- 2. Prompt injection risks
|
| Topic 6: Agentic AI Systems | | - Agent architecture
- 1. Multi-step reasoning workflows
- 2. Autonomous agents and orchestration
|
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Cisco AI Technical Practitioner Sample Questions (Q21-Q26):
NEW QUESTION # 21
What is occurring when an agent converts a CSV list into a Markdown table for a final report?
- A. data transformation
- B. data quantization
- C. data classification
- D. data filtering
Answer: A
Explanation:
Data transformation changes data from one format or structure into another, such as converting CSV rows into a Markdown table for reporting.
NEW QUESTION # 22
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. large language models
- B. diffusion models
- C. variational autoencoders
- D. generative adversarial networks
Answer: B
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 # 23
Why is a Human-in-the-Loop requirement essential for AI governance in high-stakes environments like healthcare or finance?
- A. to prevent unauthorized access to data
- B. to increase the speed of AI response
- C. to protect sensitive customer data
- D. to ensure the validity of AI decisions
Answer: D
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 # 24
What is a corporate data privacy risk when using a public AI chatbot?
- A. The input data may be used for model training.
- B. The AI will provide biased technical advice.
- C. The data will be encrypted at rest instead of in transit.
- D. The AI will provide hallucinated technical specifications.
Answer: A
Explanation:
A public AI chatbot may retain submitted corporate data or use it to improve model training, which can expose confidential, proprietary, or regulated information outside the organization's control.
NEW QUESTION # 25
A practitioner is using AI to analyze customer support tickets and usage data to compare customer complaint patterns across segments. According to the 4-step EDA methodology, what is the next action after generating a high-level summary of the feedback?
- A. visualize
- B. orient
- C. correlate
- D. hypothesize
Answer: D
Explanation:
In the 4-step EDA methodology, after orienting with a high-level summary, the next step is to form hypotheses about possible patterns or relationships in the data, such as why complaint patterns differ across customer segments.
NEW QUESTION # 26
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