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| Section | Objectives |
|---|---|
| Prompt Engineering | - Optimization of prompts for LLM outputs - Prompt design techniques |
| Snowflake AI & Cortex | - AI functions and services in Snowflake - Snowflake Cortex capabilities |
| Generative AI Fundamentals | - Model capabilities and limitations - Core concepts of generative AI and LLMs |
| Use Cases & Solution Design | - End-to-end GenAI solution architecture - Enterprise AI application patterns in Snowflake |
| Embeddings, Vector Search & RAG | - Embeddings fundamentals - Retrieval-Augmented Generation (RAG) workflows - Vector search in Snowflake ecosystem |
| Data Governance & Security | - Responsible use of AI in enterprise environments - Data privacy and access controls |
| Model Evaluation & Responsible AI | - Evaluation metrics for LLM outputs - Bias, fairness, and explainability considerations |
A developer has successfully created a Cortex Search Service named within knowledge_base. Services based on a large repository of technical product manuals. They now need to query this service to find sections discussing 'troubleshooting network issues' specifically for products tagged as 'ModelX', returning only the 3 most relevant results and including the 'manual_title' and 'section_id' in the output. Which of the following SQL commands correctly performs this query?
Correct Answer: D 🗳️
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A Snowflake administrator needs to implement a granular access control strategy for LLMs. The general policy is to restrict access to a select few models via an account-level allowlist. However, a specific data science team (using role 'DATA SCIENCE TEAM ROLE) requires access to the 'claude-3-5-sonnet' model, which should not be available to other users or globally via the allowlist. Given this scenario, which set of commands would correctly establish this access control while adhering to the specified requirements?





Correct Answer: B 🗳️
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Correct Answer: C,D 🗳️
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An administrator has configured the 'CORTEX MODELS ALLOWLIST parameter to only permit the 'mistral-large? model at the account level. A user with the 'PUBLIC' role, which has been granted 'SNOWFLAKE.CORTEX USER and 'SNOWFLAKE."CORTEX- MODEL-ROLE-LLAMA3.1-70B"' , attempts to execute several 'COMPLETE (SNOWFLAKE.CORTEX)' queries. Which of the following queries will successfully execute?





Correct Answer: A,E 🗳️
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A data engineering team is setting up a pipeline to automatically process various document types using AI_PARSE_DOCUMENT from an internal stage. Before writing any SQL, they need to ensure their Snowflake environment and the role they will use have the necessary permissions and configurations. Which of the following statements correctly describe essential prerequisites or access control requirements for successfully using AI_PARSE_DOCUMENT in this setup?
Correct Answer: A,D,E 🗳️
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