Exam Code: 810-110
Exam Name: Cisco AI Technical Practitioner
Certification Provider: Cisco
Corresponding Certification: Cisco AI Technical Practitioner (AITECH)
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Cisco 810-110 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI for Code and Workflow Optimization- Workflow automation
  • 1. Task optimization
  • 2. Process automation
- AI-assisted code development
  • 1. Code review and debugging
  • 2. Code generation
Topic 2: 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 3: Prompt Engineering15%- Security and safety
  • 1. Defensive prompting methods
  • 2. Reducing hallucinations
  • 3. Prompt injection attacks
  • 4. Improving response accuracy
- Prompting techniques
  • 1. Iterative prompting
  • 2. Few-shot prompting
  • 3. Chained prompting
- Prompt structures
  • 1. Audio generation
  • 2. Text generation
  • 3. Image generation
- Principles and patterns
  • 1. Roles
  • 2. Instructions
  • 3. Constraints
Topic 4: Agentic AI20%- Model Context Protocol (MCP)
  • 1. Context in agentic AI
  • 2. MCP framework primitives
- Data transformation and mapping
  • 1. Within AI Agents
- AI agent design principles
  • 1. Orchestration
  • 2. Human-in-the-loop (HITL) strategies
- Differentiation from Generative AI
  • 1. Use cases comparison
  • 2. Autonomous capabilities
Topic 5: Generative AI Models20%- Context windows and token management
  • 1. Token limits
  • 2. Response management
- Retrieval Augmented Generation (RAG)
  • 1. Embeddings
  • 2. Grounding AI outputs in external knowledge
  • 3. Vector databases
- Model hosting strategies
  • 1. Cloud-based vs. local deployments
  • 2. Cost, latency, privacy, and scalability considerations
- Model selection
  • 1. Reasoning and multimodal tasks
  • 2. Selection from AI hubs
- Common use cases
  • 1. Content creation
  • 2. Text summarization
  • 3. Code generation
- Major generative model families
  • 1. Diffusion models
  • 2. Large language models (LLMs)
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

Cisco AI Technical Practitioner Sample Questions:

Question 1

What is the primary goal of Retrieval-Augmented Generation (RAG) in AI systems?

A. Encrypt AI datasets
B. Reduce GPU usage only
C. Replace neural networks
D. Improve model responses with external knowledge


Question 2

Which threat involves an attacker intentionally contaminating the training set of a model to influence its future behavior?

A. algorithmic bias
B. gradient inversion
C. direct prompt injection
D. data poisoning


Question 3

What is fine-tuning in generative AI?

A. Encrypting prompts
B. Formatting storage drives
C. Training a pre-trained model on specialized data
D. Replacing CPUs


Question 4

What is the role of embeddings in AI systems?

A. Assigning IP addresses
B. Encrypting traffic
C. Representing data numerically in vector space
D. Compressing logs


Question 5

What happens when the input provided to an LLM exceeds its context window limit?

A. The model loses the earliest part of the text.
B. The model caches the overflow data.
C. The model increases its context window size.
D. The model switches to a different algorithm.


Solutions:

Question 1
Answer: D
Question 2
Answer: D
Question 3
Answer: C
Question 4
Answer: C
Question 5
Answer: A

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