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| Section | Weight | Objectives |
|---|
| 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
|
| Prompt Engineering | 15% | - Principles and patterns
- 1. Instructions
- 2. Roles
- 3. Constraints
- Prompting techniques
- 1. Chained prompting
- 2. Few-shot prompting
- 3. Iterative prompting
- Prompt structures
- 1. Text generation
- 2. Image generation
- 3. Audio generation
- Security and safety
- 1. Improving response accuracy
- 2. Prompt injection attacks
- 3. Reducing hallucinations
- 4. Defensive prompting methods
|
| 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
|
| Generative AI Models | 20% | - Retrieval Augmented Generation (RAG)
- 1. Embeddings
- 2. Grounding AI outputs in external knowledge
- 3. Vector databases
- Common use cases
- 1. Content creation
- 2. Code generation
- 3. Text summarization
- Context windows and token management
- 1. Token limits
- 2. Response management
- Major generative model families
- 1. Large language models (LLMs)
- 2. Diffusion models
- Model selection
- 1. Selection from AI hubs
- 2. Reasoning and multimodal tasks
- Model hosting strategies
- 1. Cloud-based vs. local deployments
- 2. Cost, latency, privacy, and scalability considerations
|
| Agentic AI | 20% | - Data transformation and mapping - 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
|
| AI for Code and Workflow Optimization | | - Workflow automation
- 1. Process automation
- 2. Task optimization
- AI-assisted code development
- 1. Code review and debugging
- 2. Code generation
|
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Cisco AI Technical Practitioner Sample Questions (Q45-Q50):
NEW QUESTION # 45
What is the purpose of tokenization in Large Language Models (LLMs)?
- A. Compressing images
- B. Routing packets
- C. Encrypting passwords
- D. Splitting text into manageable units
Answer: D
Explanation:
Tokenization converts text into smaller units (tokens) that AI models can process.
NEW QUESTION # 46
Which concept helps reduce overfitting in machine learning?
- A. Ignoring datasets
- B. Increasing random noise only
- C. Disabling validation
- D. Regularization
Answer: D
Explanation:
Regularization techniques help models generalize better and avoid memorizing training data.
NEW QUESTION # 47
How does AI support exploratory data analysis when working with large, unstructured datasets?
- A. by compressing the datasets
- B. by tuning inference parameters
- C. by performing bit-by-bit reconstruction
- D. by identifying patterns and groupings
Answer: D
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 # 48
Which role does AI play in assisting with the refactoring of software code?
- A. creating a new database schema
- B. integrating a new API
- C. identifying flaws and improving design
- D. reducing manual code documentation
Answer: C
Explanation:
AI-assisted refactoring helps analyze existing code to identify design flaws, simplify structure, improve readability, and maintain behavior while making the code easier to maintain.
NEW QUESTION # 49
Which activity is an agentic AI use case compared to a standard generative AI use case?
- A. translating a short email
- B. writing a poem about routing
- C. autonomously fixing a build
- D. generating a meeting summary
Answer: C
Explanation:
Agentic AI can plan and execute multi-step actions toward a goal, such as diagnosing a failed build, applying a fix, running validation, and iterating until the build succeeds.
NEW QUESTION # 50
......
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