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| Section | Weight | Objectives |
|---|
| Topic 1: Prompt Engineering | 15% | - Principles and patterns
- 1. Constraints
- 2. Instructions
- 3. Roles
- Prompting techniques
- 1. Iterative prompting
- 2. Few-shot prompting
- 3. Chained prompting
- Prompt structures
- 1. Audio generation
- 2. Text generation
- 3. Image generation
- Security and safety
- 1. Prompt injection attacks
- 2. Defensive prompting methods
- 3. Reducing hallucinations
- 4. Improving response accuracy
|
| Topic 2: AI for Code and Workflow Optimization | | - AI-assisted code development
- 1. Code review and debugging
- 2. Code generation
- Workflow automation
- 1. Process automation
- 2. Task optimization
|
| Topic 3: AI Ethics and Security | | - Security threats and mitigations
- 1. Model security
- 2. Data privacy
- Ethical considerations in AI
- 1. Transparency and explainability
- 2. Bias and fairness
|
| Topic 4: Generative AI Models | 20% | - Major generative model families
- 1. Large language models (LLMs)
- 2. Diffusion models
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
- Context windows and token management
- 1. Token limits
- 2. Response management
- Common use cases
- 1. Content creation
- 2. Code generation
- 3. Text summarization
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Retrieval Augmented Generation (RAG)
- 1. Embeddings
- 2. Grounding AI outputs in external knowledge
- 3. Vector databases
|
| Topic 5: Agentic AI | 20% | - Differentiation from Generative AI
- 1. Use cases comparison
- 2. Autonomous capabilities
- Model Context Protocol (MCP)
- 1. Context in agentic AI
- 2. MCP framework primitives
- AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
- Data transformation and mapping
|
| Topic 6: Data Research and Analysis | | - Data analysis techniques
- 1. Statistical analysis
- 2. Data visualization
- Data collection and preparation
- 1. Data gathering methodologies
- 2. Data cleaning and preprocessing
|
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Free PDF Cisco - 810-110 - Cisco AI Technical Practitioner Reliable Braindumps Pdf
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Cisco AI Technical Practitioner Sample Questions (Q41-Q46):
NEW QUESTION # 41
In an AI-powered automation workflow, what is deterministic branching?
- A. A decision point where the next step is dictated by specific, pre-programmed rules.
- B. A workflow state that pauses execution until a human manually determines the next step.
- C. A process where the AI model autonomously selects the next step based on its internal confidence score.
- D. A dynamic system where branching criteria evolve over time using optimization algorithms.
Answer: A
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 # 42
What is aggregation bias in the context of AI-assisted data analysis?
- A. when a summary masks subpatterns
- B. when AI fails to combine conflicting patterns
- C. when AI uses summary statistics instead of raw data
- D. when data is omitted due to incompatible formats
Answer: A
Explanation:
Aggregation bias occurs when summarized or combined data hides meaningful differences across subgroups, causing important subpatterns to be missed.
NEW QUESTION # 43
Which AI model type is best suited for image recognition tasks?
- A. Linear Regression
- B. K-Means
- C. Decision Tree only
- D. Convolutional Neural Network (CNN)
Answer: D
Explanation:
CNNs are optimized for image and visual pattern recognition.
NEW QUESTION # 44
Which strategy should be used to mitigate hallucinations when asking an AI to summarize a specific technical document?
- A. requesting citations for the summary
- B. using a short system prompt
- C. removing negative constraints
- D. increasing the model creativity
Answer: A
Explanation:
Requesting citations grounds the summary in the provided technical document and makes the model support its claims with specific source references, reducing the chance of unsupported or fabricated content.
NEW QUESTION # 45
Which software development lifecycle phase utilizes AI to analyze stakeholder documentation for logical inconsistencies and to draft structured user stories?
- A. maintenance
- B. testing
- C. requirements
- D. implementation
Answer: C
Explanation:
In the requirements phase, AI can analyze stakeholder documentation to identify logical gaps or inconsistencies and help convert business needs into structured user stories.
NEW QUESTION # 46
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