An ML Engineer deploys a custom fine-tuned LLM on Snowpark Container Services (SPCS) to process multiple independent text streams, generating structured output. The team observes that some streams fail to process, leading to incomplete results, and they also want to effectively monitor the cost of their deployment. Which actions are appropriate for troubleshooting and cost management in this scenario?

A. Option E
B. Option C
C. Option A
D. Option D
E. Option B
正解:A,B,D
解説: (Pass4Test メンバーにのみ表示されます)
質問 2:
A development team is building an AI-powered data pipeline in Snowflake. The pipeline involves extracting text from documents, generating embeddings using

,and then performing similarity searches using

to find related documents. They plan to manage this pipeline using Snowflake tasks and want to integrate with a Python application for some custom processing. Considering this scenario, which of the following statements about implementing this pipeline are true?
A.

B. If the team wants to use the Snowpark Python library to call

C. To generate document embeddings, the
D. Snowflake
E. When using Snowflake tasks to automate the embedding generation and similarity search,
正解:A
解説: (Pass4Test メンバーにのみ表示されます)
質問 3:
A Gen AI engineer is tasked with selecting the most suitable Large Language Model (LLM) from Snowflake Cortex AI for a new customer service chatbot. They need to rapidly prototype and compare different LLMs with varying parameters on a sample dataset before committing to a production deployment. Which of the following statements accurately describe how the Cortex Playground (Public Preview) can assist in this scenario?
A. It supports exporting the tested prompts and model configurations as Python code, ready for integration into a Snowpark ML pipeline.
B. It allows direct fine-tuning of selected LLMs with custom datasets within the playground interface to improve model performance for specific tasks.
C. It enables side-by-side comparison of model outputs for different LLMs and model settings, facilitating an informed decision on model selection.
D. It allows connection to a Snowflake table with textual data, processing up to 100 rows, to experiment with prompts directly on actual data.
E. It provides a mechanism to deploy the chosen LLM directly into Snowpark Container Services (SPCS) compute pools from within the playground for immediate production use.
正解:C,D
解説: (Pass4Test メンバーにのみ表示されます)
質問 4:
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?
A.

B.

C.

D.

E.

正解:B,D
解説: (Pass4Test メンバーにのみ表示されます)
質問 5:
A business intelligence team wants to enable non-technical users to query structured data in Snowflake using natural language. They are considering Cortex Analyst. What is the primary role of a semantic model in Cortex Analyst to achieve this goal for structured/text-to-SQL use cases?
A. It serves as a cache for frequently requested data, reducing latency for natural language queries by providing pre-computed results.
B. The semantic model acts as a vector store, storing embeddings of all data columns to enable semantic search for natural language queries.
C. It stores user authentication credentials and data access policies, ensuring that only authorized users can interact with the data.
D. The semantic model provides a mapping between business-friendly terms and the underlying technical database schema, enhancing the LLM's ability to generate accurate SQL from natural language questions.
E. The semantic model directly executes SQL queries provided by end-users, bypassing the need for an LLM to generate them.
正解:D
解説: (Pass4Test メンバーにのみ表示されます)
質問 6:
A Snowflake developer, 'AI _ ENGINEER , is creating a Streamlit in Snowflake (SiS) application that will utilize a range of Snowflake Cortex LLM functions, including SNOWFLAKE. CORTEX. COMPLETE, SNOWFLAKE .CORTEX.CLASSIFY TEXT, and SNOWFLAKE. CORTEX. EMBED TEXT 768. The application also needs to access data from tables within a specific database and schem a. 'AI _ ENGINEER has created a custom role, for the application to operate under. Which of the following privileges or roles are absolutely necessary to grant to for the successful execution of these Cortex LLM functions and interaction with the specified database objects? (Select all that apply.)
A.

B. The ACCOUNTADMIN role to ensure unrestricted access to all Snowflake Cortex features.
C. The USAGE privilege on the specific database and schema where the Streamlit application and its underlying data tables are located.
D.

E. The CREATE COMPUTE POOL privilege to provision resources for the Streamlit application.
正解:C,D
解説: (Pass4Test メンバーにのみ表示されます)
質問 7:
A data analyst is using Snowflake Copilot in Snowsight to generate SQL queries for a new dataset containing customer PII. Which of the following statements accurately describes how Snowflake Copilot operates with respect to data access, governance, and model interaction?
A. While Snowflake Copilot generates SQL based on metadata, the generated SQL queries are executed in an isolated environment that does not respect existing Snowflake RBAC policies.
B. Snowflake Copilot is powered by a fine-tuned model that runs securely inside Snowflake Cortex, leveraging only database/schema/table/column names and data types, ensuring data remains within Snowflake's governance boundary and respects RBAC.
C. To protect sensitive information, Snowflake Copilot transmits sampled PII data to an external LLM for schema understanding before generating SQL.
D. Snowflake Copilot directly accesses and processes the raw data within customer tables to understand its content and generate SQL.
E. Snowflake Copilot requires explicit column-level grants for direct data access, similar to how a human analyst would query specific data points.
正解:B
解説: (Pass4Test メンバーにのみ表示されます)
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Ueda -
Pass4Testさんお世話になりました。しっかり自分で教科書の中身を押さえれば、とても有用なGES-C01参考書になります。