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| Section | Weight | Objectives |
|---|
| Topic 1: Agentic AI Systems | | - Agent architecture
- 1. Autonomous agents and orchestration
- 2. Multi-step reasoning workflows
|
| Topic 2: Ethics and Security | 15% | - AI security threats
- 1. AI-specific attack surfaces
- 2. Misinformation and hallucinations
- Responsible AI principles
- 1. Fairness, transparency, accountability
- 2. Bias mitigation
- Data privacy and governance
- 1. Secure AI data handling
|
| Topic 3: 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 4: AI for Data Research and Analysis | | - Data exploration and transformation
- 1. Insight generation and validation
- 2. AI-assisted data cleaning
|
| Topic 5: Generative AI Models | 20% | - Model fundamentals and use cases
- 1. LLMs and diffusion models overview
- 2. Use cases: summarization, code generation, content creation
- 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
|
| Topic 6: 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
|
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Cisco AI Technical Practitioner Sample Questions (Q35-Q40):
NEW QUESTION # 35
An analyst needs a model that can analyze a network topology diagram and a set of configuration logs simultaneously. Which type of model should be selected?
- A. generative adversarial network
- B. diffusion model
- C. multimodal model
- D. embedding model
Answer: C
Explanation:
A multimodal model can process and reason over different input types at the same time, such as images from a network topology diagram and text from configuration logs.
NEW QUESTION # 36
In an AI-powered automation workflow, what is deterministic branching?
- A. A workflow state that pauses execution until a human manually determines the next step.
- B. A process where the AI model autonomously selects the next step based on its internal confidence score.
- C. A dynamic system where branching criteria evolve over time using optimization algorithms.
- D. A decision point where the next step is dictated by specific, pre-programmed rules.
Answer: D
Explanation:
Deterministic branching uses predefined rules or conditions to decide the next workflow step, making the path predictable and repeatable rather than model-driven or manually selected.
NEW QUESTION # 37
What does NLP stand for in AI?
- A. Neural Link Protocol
- B. Natural Language Processing
- C. Network Layer Processing
- D. Native Logic Programming
Answer: B
Explanation:
NLP enables computers to understand and generate human language.
NEW QUESTION # 38
Which action demonstrates the principle of fairness in a generative AI deployment?
- A. hosting the model in a carbon-neutral data center
- B. requiring users to sign Acceptable Use Policies
- C. redacting PII from the training dataset
- D. auditing model outputs for bias
Answer: D
Explanation:
Fairness requires checking whether model outputs treat users or groups equitably, so auditing outputs for bias helps identify and reduce discriminatory or unequal outcomes.
NEW QUESTION # 39
How does a coordinator agent function in a multi-agent AI framework?
- A. It serves as the external data source that each agent queries for grounding information.
- B. It orchestrates task delegation across specialized agents and aggregates the outputs.
- C. It fine-tunes each agent's model weights to optimize performance on assigned tasks.
- D. It replaces the need for multiple agents by handling tasks within a single reasoning loop.
Answer: B
Explanation:
A coordinator agent manages the overall workflow by assigning tasks to specialized agents, coordinating their interactions, and combining their outputs into a final result.
NEW QUESTION # 40
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