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| Section | Weight | Objectives |
|---|
| 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
|
| Prompt Engineering | 15% | - Security and safety
- 1. Reducing hallucinations
- 2. Prompt injection attacks
- 3. Defensive prompting methods
- 4. Improving response accuracy
- Prompt structures
- 1. Text generation
- 2. Image generation
- 3. Audio generation
- Prompting techniques
- 1. Few-shot prompting
- 2. Iterative prompting
- 3. Chained prompting
- Principles and patterns
- 1. Constraints
- 2. Instructions
- 3. Roles
|
| 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
|
| Generative AI Models | 20% | - Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Common use cases
- 1. Text summarization
- 2. Code generation
- 3. Content creation
- Context windows and token management
- 1. Response management
- 2. Token limits
- Major generative model families
- 1. Large language models (LLMs)
- 2. Diffusion models
- 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
|
| Data Research and Analysis | | - Data analysis techniques
- 1. Data visualization
- 2. Statistical analysis
- Data collection and preparation
- 1. Data cleaning and preprocessing
- 2. Data gathering methodologies
|
| Agentic AI | 20% | - AI agent design principles
- 1. Orchestration
- 2. Human-in-the-loop (HITL) strategies
- Model Context Protocol (MCP)
- 1. MCP framework primitives
- 2. Context in agentic AI
- Differentiation from Generative AI
- 1. Autonomous capabilities
- 2. Use cases comparison
- Data transformation and mapping
|
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Cisco AI Technical Practitioner Sample Questions (Q37-Q42):
NEW QUESTION # 37
Which concept helps reduce overfitting in machine learning?
- A. Regularization
- B. Ignoring datasets
- C. Disabling validation
- D. Increasing random noise only
Answer: A
Explanation:
Regularization techniques help models generalize better and avoid memorizing training data.
NEW QUESTION # 38
How does AI support exploratory data analysis when working with large, unstructured datasets?
- A. by identifying patterns and groupings
- B. by performing bit-by-bit reconstruction
- C. by compressing the datasets
- D. by tuning inference parameters
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 # 39
Which approach protects PII when utilizing a public AI service for data analysis?
- A. utilizing system prompts to instruct the AI to ignore sensitive data fields
- B. ensuring the AI provider maintains industry-standard SOC 2 compliance
- C. encrypting the data payload during transit to the AI service provider
- D. anonymizing or redacting PH from the dataset before transmitting the request
Answer: D
Explanation:
Anonymizing or redacting sensitive personal information before sending data to a public AI service prevents PII from being exposed outside the organization's controlled environment.
NEW QUESTION # 40
Which metric is commonly used to evaluate classification models?
- A. Packet TTL
- B. Throughput only
- C. Voltage
- D. Accuracy
Answer: D
Explanation:
Accuracy measures how many predictions were correct out of total predictions.
NEW QUESTION # 41
A practitioner is solving a complex architectural problem by breaking it into four sequential prompts. Each prompt's output is fed as input into the next prompt in the sequence. Which prompt engineering technique is being used?
- A. prompt chaining
- B. few-shot prompting
- C. chain-of-thought prompting
- D. meta-prompting
Answer: A
Explanation:
Prompt chaining breaks a complex task into a sequence of connected prompts, where each response becomes part of the input for the next step.
NEW QUESTION # 42
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