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| Section | Weight | Objectives |
|---|
| 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
- Data transformation and mapping - AI agent design principles
- 1. Human-in-the-loop (HITL) strategies
- 2. Orchestration
|
| Prompt Engineering | 15% | - Security and safety
- 1. Reducing hallucinations
- 2. Defensive prompting methods
- 3. Improving response accuracy
- 4. Prompt injection attacks
- Prompting techniques
- 1. Few-shot prompting
- 2. Iterative prompting
- 3. Chained prompting
- Prompt structures
- 1. Image generation
- 2. Audio generation
- 3. Text generation
- Principles and patterns
- 1. Constraints
- 2. Instructions
- 3. Roles
|
| Data Research and Analysis | | - Data collection and preparation
- 1. Data cleaning and preprocessing
- 2. Data gathering methodologies
- Data analysis techniques
- 1. Data visualization
- 2. Statistical analysis
|
| 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
|
| AI Ethics and Security | | - Security threats and mitigations
- 1. Model security
- 2. Data privacy
- Ethical considerations in AI
- 1. Bias and fairness
- 2. Transparency and explainability
|
| Generative AI Models | 20% | - Major generative model families
- 1. Diffusion models
- 2. Large language models (LLMs)
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Retrieval Augmented Generation (RAG)
- 1. Vector databases
- 2. Grounding AI outputs in external knowledge
- 3. Embeddings
- Model hosting strategies
- 1. Cost, latency, privacy, and scalability considerations
- 2. Cloud-based vs. local deployments
- Context windows and token management
- 1. Response management
- 2. Token limits
- Common use cases
- 1. Text summarization
- 2. Code generation
- 3. Content creation
|
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Cisco AI Technical Practitioner Sample Questions (Q23-Q28):
NEW QUESTION # 23
What is the main advantage of cloud-based AI services?
- A. Elimination of cybersecurity risks
- B. Scalability and flexible compute resources
- C. Unlimited free hardware
- D. No need for networking
Answer: B
Explanation:
Cloud AI platforms provide scalable infrastructure and elastic computing power for AI workloads.
NEW QUESTION # 24
Which Cisco AI capability helps detect abnormal network behavior?
- A. Static routing
- B. AI-driven anomaly detection
- C. Manual packet counting
- D. BIOS recovery mode
Answer: B
Explanation:
AI systems can identify unusual patterns and potential threats automatically.
NEW QUESTION # 25
A marketing team must generate high-fidelity images for a new product launch. Which model is designed to handle this task through the process of iterative noise reduction?
- A. large language models
- B. diffusion models
- C. variational autoencoders
- D. generative adversarial networks
Answer: B
Explanation:
Diffusion models generate high-fidelity images by starting from noise and iteratively denoising it over multiple steps until a coherent image is produced.
NEW QUESTION # 26
What is the role of the client in the Model Context Protocol?
- A. to act as a tool or service provider
- B. to act as an LLM for inferencing
- C. to orchestrate interactions with servers
- D. to provide resources for task execution
Answer: C
NEW QUESTION # 27
Which threat involves an attacker intentionally contaminating the training set of a model to influence its future behavior?
- A. data poisoning
- B. algorithmic bias
- C. gradient inversion
- D. direct prompt injection
Answer: A
Explanation:
Data poisoning occurs when an attacker deliberately manipulates or contaminates training data so the model learns harmful, biased, or attacker-controlled behavior.
NEW QUESTION # 28
......
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