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| Section | Weight | Objectives |
|---|
| Topic 1: Data Research and Analysis | | - Data collection and preparation
- 1. Data gathering methodologies
- 2. Data cleaning and preprocessing
- Data analysis techniques
- 1. Data visualization
- 2. Statistical analysis
|
| Topic 2: 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 3: Agentic AI | 20% | - Model Context Protocol (MCP)
- 1. MCP framework primitives
- 2. Context in agentic AI
- Data transformation and mapping - Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
- AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
|
| Topic 4: 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 5: Prompt Engineering | 15% | - Prompt structures
- 1. Image generation
- 2. Audio generation
- 3. Text generation
- Prompting techniques
- 1. Few-shot prompting
- 2. Chained prompting
- 3. Iterative prompting
- Security and safety
- 1. Improving response accuracy
- 2. Reducing hallucinations
- 3. Defensive prompting methods
- 4. Prompt injection attacks
- Principles and patterns
- 1. Roles
- 2. Instructions
- 3. Constraints
|
| Topic 6: Generative AI Models | 20% | - Retrieval Augmented Generation (RAG)
- 1. Embeddings
- 2. Grounding AI outputs in external knowledge
- 3. Vector databases
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Context windows and token management
- 1. Token limits
- 2. Response management
- Common use cases
- 1. Code generation
- 2. Text summarization
- 3. Content creation
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
|
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Cisco AI Technical Practitioner Sample Questions (Q64-Q69):
NEW QUESTION # 64
What does NLP stand for in AI?
- A. Network Layer Processing
- B. Natural Language Processing
- C. Neural Link Protocol
- D. Native Logic Programming
Answer: B
Explanation:
NLP enables computers to understand and generate human language.
NEW QUESTION # 65
Which AI-driven activity involves a developer providing runtime error logs to a model to receive an explanation of the root cause and a suggested fix?
- A. code scaffolding
- B. automated unit testing
- C. continuous integration optimization
- D. AI-assisted debugging
Answer: D
Explanation:
AI-assisted debugging uses error logs, stack traces, and runtime context to help identify the root cause of a failure and suggest a corrective fix.
NEW QUESTION # 66
In supervised machine learning, what is required?
- A. Labeled datasets
- B. Random hardware failures
- C. Only encrypted traffic
- D. No data
Answer: A
NEW QUESTION # 67
What is the role of embeddings in AI systems?
- A. Assigning IP addresses
- B. Representing data numerically in vector space
- C. Encrypting traffic
- D. Compressing logs
Answer: B
NEW QUESTION # 68
A user includes project background information and the specific technical constraints in a prompt.
Which principle of prompt engineering is being applied?
- A. using few-shot
- B. describing the situation
- C. defining a persona
- D. stating the purpose
Answer: B
Explanation:
Describing the situation means providing relevant context, background information, and constraints so the AI can generate a response that fits the specific scenario.
NEW QUESTION # 69
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