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| Section | Weight | Objectives |
|---|
| Topic 1: AI for Code and Workflow Optimization | | - Workflow automation
- 1. Process automation
- 2. Task optimization
- AI-assisted code development
- 1. Code generation
- 2. Code review and debugging
|
| Topic 2: Generative AI Models | 20% | - Common use cases
- 1. Text summarization
- 2. Content creation
- 3. Code generation
- Model selection
- 1. Reasoning and multimodal tasks
- 2. Selection from AI hubs
- Context windows and token management
- 1. Token limits
- 2. Response management
- Retrieval Augmented Generation (RAG)
- 1. Grounding AI outputs in external knowledge
- 2. Vector databases
- 3. Embeddings
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Model hosting strategies
- 1. Cost, latency, privacy, and scalability considerations
- 2. Cloud-based vs. local deployments
|
| Topic 3: AI Ethics and Security | | - Ethical considerations in AI
- 1. Transparency and explainability
- 2. Bias and fairness
- Security threats and mitigations
- 1. Data privacy
- 2. Model security
|
| Topic 4: Agentic AI | 20% | - Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
- AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
- Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
- Data transformation and mapping
|
| Topic 5: Prompt Engineering | 15% | - Security and safety
- 1. Reducing hallucinations
- 2. Prompt injection attacks
- 3. Improving response accuracy
- 4. Defensive prompting methods
- Prompt structures
- 1. Audio generation
- 2. Text generation
- 3. Image generation
- Prompting techniques
- 1. Iterative prompting
- 2. Few-shot prompting
- 3. Chained prompting
- Principles and patterns
- 1. Constraints
- 2. Roles
- 3. Instructions
|
| Topic 6: Data Research and Analysis | | - Data analysis techniques
- 1. Data visualization
- 2. Statistical analysis
- Data collection and preparation
- 1. Data cleaning and preprocessing
- 2. Data gathering methodologies
|
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Cisco AI Technical Practitioner Sample Questions (Q61-Q66):
NEW QUESTION # 61
What is hallucination in generative AI?
- A. Network congestion
- B. GPU overheating
- C. AI generating incorrect or fabricated information
- D. Database replication
Answer: C
Explanation:
Hallucination occurs when an AI confidently produces false or misleading outputs.
NEW QUESTION # 62
An organization has regulatory requirements that prohibit any proprietary source code from leaving the internal network. Which hosting strategy provides the highest level of data sovereignty?
- A. hybrid deployment with cloud-based backup
- B. managed SaaS AI platform with SOC 2 audit
- C. cloud-based API with Zero Data Retention
- D. local LLM deployment on internal hardware
Answer: D
Explanation:
Local LLM deployment on internal hardware keeps proprietary source code within the organization's internal network, providing the strongest control over data location, access, and governance.
NEW QUESTION # 63
Which concept helps reduce overfitting in machine learning?
- A. Ignoring datasets
- B. Increasing random noise only
- C. Regularization
- D. Disabling validation
Answer: C
Explanation:
Regularization techniques help models generalize better and avoid memorizing training data.
NEW QUESTION # 64
A practitioner must reduce the financial cost of a high-volume summarization task. Which strategy addresses token-based billing?
- A. increasing the model temperature
- B. minimizing the input prompt size
- C. expanding the total context window
- D. increasing the model sampling rate
Answer: B
Explanation:
Token-based billing is driven by the number of input and output tokens processed, so reducing the prompt size lowers the total tokens consumed across high-volume summarization requests.
NEW QUESTION # 65
Why are prompts important in generative AI systems?
- A. They eliminate hallucinations completely
- B. They encrypt AI hardware
- C. They replace training datasets
- D. They determine model behavior and output quality
Answer: D
Explanation:
Well-structured prompts significantly improve response accuracy and relevance.
NEW QUESTION # 66
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