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| Section | Weight | Objectives |
|---|
| Topic 1: Prompt Engineering | 15% | - Defensive prompting and error mitigation - Prompt design principles and best practices - Advanced prompting techniques
|
| Topic 2: AI for Code and Workflow Optimization | 15% | - Automation and workflow enhancement - AI-assisted code generation and improvement - Integration of AI tools in development processes
|
| Topic 3: AI Ethics and Security | 20% | - Compliance and governance frameworks - Responsible AI principles - AI-specific threats, risks and misinformation - Data privacy and security in AI systems
|
| Topic 4: Generative AI Models | 20% | - Generative AI model families and use cases - Model selection and evaluation in AI hubs - Model hosting options and trade-offs - Context windows, token limits and response management
|
| Topic 5: Data Research and Analysis | 15% | - Data collection, preparation and preprocessing - Data visualization and insight generation - Data quality, bias and validation
|
| Topic 6: Agentic AI | 15% | - Agentic AI vs Generative AI use cases - Model Context Protocol (MCP) framework - Human-in-the-loop strategies - Agent design principles and capabilities
|
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Cisco AI Technical Practitioner Sample Questions (Q24-Q29):
NEW QUESTION # 24
What is the role of the client in the Model Context Protocol?
- A. to provide resources for task execution
- B. to orchestrate interactions with servers
- C. to act as an LLM for inferencing
- D. to act as a tool or service provider
Answer: B
Explanation:
In the Model Context Protocol, the client manages communication between the AI application and MCP servers, coordinating requests for tools, resources, and context needed during task execution.
NEW QUESTION # 25
A practitioner is estimating the operational cost of integrating a cloud-hosted LLM API into an application. How does tokenization influence the cost of using this API?
- A. The number of tokens determines the per-request cost.
- B. Tokenization has no impact because pricing is based on a flat-rate subscription.
- C. Tokenization increases cost by requiring additional GPU run time.
- D. Costs are determined by the number of API calls.
Answer: A
Explanation:
Cloud-hosted LLM APIs commonly charge based on the number of input and output tokens processed, so tokenization directly affects the per-request cost.
NEW QUESTION # 26
Which Cisco platform provides AI-powered security analytics?
- A. Cisco SecureX
- B. Cisco Packet Tracer
- C. Cisco IOS ROMMON
- D. Cisco UCS Manager only
Answer: A
Explanation:
Cisco SecureX integrates security visibility, analytics, and automation using AI-driven insights.
NEW QUESTION # 27
What is the primary goal of Retrieval-Augmented Generation (RAG) in AI systems?
- A. Replace neural networks
- B. Improve model responses with external knowledge
- C. Encrypt AI datasets
- D. Reduce GPU usage only
Answer: B
Explanation:
RAG combines a large language model with external data retrieval systems so the model can answer using updated and domain-specific knowledge.
NEW QUESTION # 28
How does AI support exploratory data analysis when working with large, unstructured datasets?
- A. by identifying patterns and groupings
- B. by tuning inference parameters
- C. by compressing the datasets
- D. by performing bit-by-bit reconstruction
Answer: A
Explanation:
AI supports exploratory data analysis by detecting patterns, clusters, themes, and relationships in large unstructured datasets, helping practitioners understand the data before deeper analysis.
NEW QUESTION # 29
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