Try and practice the latest Snowflake : GES-C01 real questions & answers

Snowflake GES-C01 Exam Overview:

Snowflake GES-C01 Exam Syllabus Topics:

Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:

1. 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) Using the

B) To maintain conversational context in a multi-turn chat, the developer should pass all previous user prompts and model responses in the

C) The retrieved context from Cortex Search should be directly concatenated with the user's prompt as input to the
D) The

E) For performance and cost optimization, it is always recommended to query Cortex Search and the LLM function within a single

2. A data engineering team is implementing a Document AI solution to automate the extraction of vendor invoice details. They have already published a Document AI model build, 'vendor_invoice_model', located in New invoices are uploaded to an internal stage, 'fin db.invoice_processing_schema.raw invoices_stage'. The 'invoice_pipeline role' is responsible for executing the
! PREDICT
method on these staged documents as part of an automated task. Which of the following USAGE privileges are essential for to successfully execute the
! PREDICT
method and process documents from the specified stage, assuming the required SNOWFLAKE.DOCUMENT_INTELLIGENCE_CREATOR role is already granted?

A)

B)

C)

D)

E)

3. A developer has successfully created a Cortex Search Service named transcript _ search service within cortex_search_db. services based on customer support transcripts. They now need to query this service to find support tickets related to 'internet issues' specifically from the 'North America' region, and they only want the single most relevant result. Which of the following SQL commands correctly performs this query?

A) Option B
B) Option A
C) Option D
D) Option E
E) Option C

4. 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 B
B) Option A
C) Option D
D) Option E
E) Option C

5. A data scientist is implementing a Retrieval Augmented Generation (RAG) system in Snowflake for a legal document repository. They need to convert legal document chunks into vector embeddings and efficiently find the most relevant document chunks based on a user's query. Which of the following statements accurately describe the process and best practices for creating and using these vector embeddings with Snowflake Cortex LLM functions?

A) Option B
B) Option A
C) Option D
D) Option E
E) Option C

Solutions: