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| Section | Weight | Objectives |
|---|
| Topic 1: AI for Data Research and Analysis | | - Data exploration and transformation
- 1. AI-assisted data cleaning
- 2. Insight generation and validation
|
| Topic 2: Ethics and Security | 15% | - Data privacy and governance
- 1. Secure AI data handling
- Responsible AI principles
- 1. Fairness, transparency, accountability
- 2. Bias mitigation
- AI security threats
- 1. Misinformation and hallucinations
- 2. AI-specific attack surfaces
|
| Topic 3: Agentic AI Systems | | - Agent architecture
- 1. Multi-step reasoning workflows
- 2. Autonomous agents and orchestration
|
| Topic 4: Prompt Engineering | 15% | - Prompt design principles
- 1. Roles, instructions, constraints
- Security and robustness
- 1. Mitigation and defensive prompting
- 2. Prompt injection risks
- Prompting techniques
- 1. Few-shot prompting
- 2. Chained and iterative prompting
|
| Topic 5: Generative AI Models | 20% | - Model hosting and architecture
- 1. Latency, cost, privacy considerations
- 2. Cloud vs local deployment trade-offs
- Context and retrieval systems
- 1. RAG, embeddings, vector databases
- 2. Context windows and token limits
- Model fundamentals and use cases
- 1. LLMs and diffusion models overview
- 2. Use cases: summarization, code generation, content creation
|
| Topic 6: AI for Code and Workflow Optimization | | - AI-assisted software development
- 1. SDLC integration
- 2. Code generation and debugging
- Automation workflows
- 1. API integration basics
- 2. Workflow orchestration concepts
|
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Cisco AI Technical Practitioner Sample Questions (Q51-Q56):
NEW QUESTION # 51
What is the purpose of a vector database in a RAG architecture?
- A. to allocate resources for response generation
- B. to manage the context window
- C. to store numerical representations of data
- D. to perform model weight updates
Answer: C
Explanation:
A vector database stores embeddings, which are numerical representations of data, so a RAG system can retrieve semantically relevant information for grounding the model's response.
NEW QUESTION # 52
In supervised machine learning, what is required?
- A. Random hardware failures
- B. Only encrypted traffic
- C. Labeled datasets
- D. No data
Answer: C
Explanation:
Supervised learning trains models using labeled input-output pairs.
NEW QUESTION # 53
What is occurring when an agent converts a CSV list into a Markdown table for a final report?
- A. data filtering
- B. data quantization
- C. data transformation
- D. data classification
Answer: C
Explanation:
Data transformation changes data from one format or structure into another, such as converting CSV rows into a Markdown table for reporting.
NEW QUESTION # 54
Which concept helps reduce overfitting in machine learning?
- A. Ignoring datasets
- B. Disabling validation
- C. Regularization
- D. Increasing random noise only
Answer: C
Explanation:
Regularization techniques help models generalize better and avoid memorizing training data.
NEW QUESTION # 55
Which metric is commonly used to evaluate classification models?
- A. Voltage
- B. Packet TTL
- C. Throughput only
- D. Accuracy
Answer: D
Explanation:
Accuracy measures how many predictions were correct out of total predictions.
NEW QUESTION # 56
......
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