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| Section | Weight | Objectives |
|---|
| Topic 1: Prompt Engineering | 15% | - Security and safety
- 1. Improving response accuracy
- 2. Prompt injection attacks
- 3. Reducing hallucinations
- 4. Defensive prompting methods
- Prompt structures
- 1. Text generation
- 2. Audio generation
- 3. Image generation
- Prompting techniques
- 1. Few-shot prompting
- 2. Chained prompting
- 3. Iterative prompting
- Principles and patterns
- 1. Roles
- 2. Instructions
- 3. Constraints
|
| Topic 2: AI Ethics and Security | | - Ethical considerations in AI
- 1. Transparency and explainability
- 2. Bias and fairness
- Security threats and mitigations
- 1. Model security
- 2. Data privacy
|
| Topic 3: Generative AI Models | 20% | - Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Context windows and token management
- 1. Response management
- 2. Token limits
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Retrieval Augmented Generation (RAG)
- 1. Grounding AI outputs in external knowledge
- 2. Embeddings
- 3. Vector databases
- Common use cases
- 1. Content creation
- 2. Code generation
- 3. Text summarization
|
| Topic 4: AI for Code and Workflow Optimization | | - Workflow automation
- 1. Task optimization
- 2. Process automation
- AI-assisted code development
- 1. Code generation
- 2. Code review and debugging
|
| Topic 5: Data Research and Analysis | | - Data analysis techniques
- 1. Data visualization
- 2. Statistical analysis
- Data collection and preparation
- 1. Data gathering methodologies
- 2. Data cleaning and preprocessing
|
| Topic 6: Agentic AI | 20% | - Model Context Protocol (MCP)
- 1. MCP framework primitives
- 2. Context in agentic AI
- Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
- AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
- Data transformation and mapping
|
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Cisco AI Technical Practitioner Sample Questions (Q56-Q61):
NEW QUESTION # 56
What is an advantage of cloud-hosted API services when comparing cloud-hosted and locally hosted AI models?
- A. elimination of per-token operational costs
- B. full control over data residency and privacy
- C. rapid elastic scaling for unpredictable inference demand
- D. lower network latency for all end users
Answer: C
Explanation:
Cloud-hosted API services can scale inference capacity quickly based on demand, making them suitable for workloads with unpredictable or fluctuating usage.
NEW QUESTION # 57
Which activity is an indirect prompt injection attack?
- A. A prompt forces AI to ignore safety filters.
- B. A user types a malicious command.
- C. AI reads a poisoned data source.
- D. The model generates a false fact.
Answer: C
Explanation:
An indirect prompt injection occurs when malicious instructions are hidden in external content that the AI reads or retrieves, causing the model to follow attacker-controlled instructions from a poisoned data source.
NEW QUESTION # 58
How does context window management help control the cost of a long-running AI conversation?
- A. by capping the cumulative number of input tokens sent with each new prompt
- B. by automatically switching to a lower-cost model as the conversation history grows
- C. by increasing the context window size to reduce the total number of API calls
- D. by switching to an algorithm that reduces the character-to-token ratio
Answer: A
Explanation:
Context window management controls cost by limiting how much prior conversation history is included with each new request, reducing the number of input tokens processed and billed.
NEW QUESTION # 59
A practitioner uses self-consistency by running the same prompt three times and comparing the results. What is the goal of this strategy?
- A. to increase the model creativity
- B. to increase the response speed
- C. to bypass the context window
- D. to verify the output reliability
Answer: D
Explanation:
Self-consistency compares multiple responses to the same prompt to check whether the model produces stable, reliable results across repeated runs.
NEW QUESTION # 60
What is the role of embeddings in AI systems?
- A. Assigning IP addresses
- B. Representing data numerically in vector space
- C. Compressing logs
- D. Encrypting traffic
Answer: B
NEW QUESTION # 61
......
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