A Snowflake developer, named ANALYST USER, is tasked with creating a Streamlit in Snowflake (SiS) application that will utilize both SNOWFLAKE. CORTEX. COMPLETE for generating responses and SNOWFLAKE. CORTEX.CLASSIFY_TEXT for categorizing user input. To ensure the role used by ANALYST USER has the necessary permissions for executing these Cortex LLM functions and operating within a specified database and schema, which of the following database roles or privileges must be granted? (Select all that apply.)

• A. The USAGE privilege on the database and schema where the Streamlit application runs and potentially stores related data.
• B.
  
• C.
  
• D.
  
• E.
  

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A Gen AI specialist is designing an intelligent document processing workflow using Snowflake Cortex AI PARSE DOCUMENT to handle various types of documents, including scanned research papers, financial 10-K filings with tables, and multilingual presentations. Which of the following statements accurately describe the capabilities and operational modes of Snowflake's AI_PARSE_DOCUMENT function when processing these diverse documents?

• A. Option A
• B. Option D
• C. Option E
• D. Option C
• E. Option B

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A data application developer is building a Streamlit chat application within Snowflake. This application uses a RAG pattern to answer user questions about a knowledge base, leveraging a Cortex Search Service for retrieval and an LLM for generating responses. The developer wants to ensure responses are relevant, concise, and structured. Which of the following practices are crucial when integrating Cortex Search with Snowflake Cortex LLM functions like AI_COMPLETE for this RAG chatbot?

• A. For performance and cost optimization, it is always recommended to query Cortex Search and the LLM function within a single
• B. Using the
  
• C. The
  
• D. To maintain conversational context in a multi-turn chat, the developer should pass all previous user prompts and model responses in the
  
• E. The retrieved context from Cortex Search should be directly concatenated with the user's prompt as input to the

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A data engineering team wants to deploy a proprietary PyCaret classification model, saved as pycaret_best_model.pkl, for inference within Snowpark Container Services (SPCS). They need to register this custom model in the Snowflake Model Registry. Which of the following is a correct and essential step in this process?

• A. Option A
• B. Option D
• C. Option E
• D. Option C
• E. Option B

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A data team is refining their Cortex Analyst semantic model to improve the accuracy of responses for specific, frequently asked questions and to enable better literal value searches. Consider a semantic model being developed to address these requirements. Which two configurations or features are directly relevant and correctly applied in the semantic model YAML for these purposes?

• A. Option A
• B. Option D
• C. Option E
• D. Option C
• E. Option B

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