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Snowflake SnowPro Specialty Gen AI (GES-C01)

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Vendor

Snowflake

Certification

Data Science

Content

82 Qs

Status

Verified

Updated

23 hours ago

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Exam Overview

The Snowflake SnowPro Specialty Gen AI (GES-C01) certification validates your expertise in leveraging Snowflake's robust platform for Generative AI solutions. Achieving this certification demonstrates a specialized skill set in integrating large language models (LLMs), utilizing Snowflake Cortex, and building intelligent applications directly within the Data Cloud. This credential signifies a deep understanding of data preparation, prompt engineering, and the deployment of Gen AI workloads, positioning you as a crucial asset in organizations embracing AI-driven innovation. It enhances your professional credibility, opens doors to advanced roles in AI and data engineering, and showcases your ability to transform raw data into actionable intelligence, driving significant business value and competitive advantage.

Questions

60-65

Passing Score

700/1000

Duration

115 Minutes

Difficulty

Intermediate

Level

Specialist

Skills Measured

Generative AI Fundamentals and Concepts: Understanding core Gen AI principles, LLM architectures, prompt engineering techniques, fine-tuning, and the lifecycle of AI models within a data platform context.
Snowflake Cortex AI Functions and Services: Proficiency in using Snowflake's built-in AI functions (e.g., COMPLETE, EMBED_TEXT, SUMMARIZE) and understanding how to integrate them for various Gen AI use cases like text generation, summarization, and vector embeddings.
Data Preparation and Feature Engineering for Gen AI: Expertise in preparing, transforming, and vectorizing data within Snowflake for optimal use with Gen AI models, including strategies for Retrieval Augmented Generation (RAG) and semantic search.
Building and Deploying Gen AI Applications in Snowflake: Ability to design, develop, and deploy Gen AI applications using Streamlit in Snowflake, integrate external models, and manage the full MLOps lifecycle for Gen AI workloads within the Snowflake ecosystem.
Governance, Security, and Performance Optimization for Gen AI: Knowledge of best practices for securing Gen AI data and models, ensuring data privacy and compliance, monitoring performance, and optimizing cost for Gen AI operations on Snowflake.

Career Path

Target Roles

AI/ML Engineer Data Scientist Snowflake Solutions Architect

Common Questions

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Yes. We update our question bank weekly to match the latest Snowflake standards. You get free updates for 90 days.

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Free Study Guide Samples

Previewing updated GES-C01 bank (17 Questions).

QUESTION 1

When using the SNOWFLAKE.CORTEX.FINETUNE function, which column names must be included in the SQL statement in the training_data_query parameter? (Choose two.)

A
BASE_MODEL
B
COMPLETION
C
INFERENCE
D
PROMPT
E
TRAINING

Correct Option:

QUESTION 2

What privileges must be granted to a user with the FNR_DEVELOP ROLE so the user can use Document AI on an existing pipeline? (Choose three.)

A
GRANT DATABASE ROLE SNOWFLAKE.ML_USER TO ROLE FNR_DEVELOP_ROLE;
B
GRANT DATABASE ROLE SNOWFLAKE.DOCUMENT_INTELLIGENCE_CREATOR TO ROLE FNR_DEVELOP_ROLE;
C
GRANT ROLE SNOWFLAKE.DOCUMENT_INTELLIGENCE_CREATOR TO ROLE FNR_DEVELOP_ROLE;
D
GRANT CREATE SNOWFLAKE.ML.DOCUMENT_INTELLIGENCE ON SCHEMA <database>.<schema> TO ROLE FNR_DEVELOP_ROLE;
E
GRANT CREATE SNOWFLAKE.MODELS.DOCUMENT_INTELLIGENCE ON SCHEMA <database>.<schema>
F
GRANT CREATE MODEL ON SCHEMA <database>.<schema> TO ROLE FNR_DEVELOP_ROLE;

Correct Option:

QUESTION 3

A user opened the Snowflake Cortex LLM Playground in the AI& ML Studio in Snowsight, chose gemma-7b in the Standard models drop-down list and typed “What is Gen AI?” in the dialog box.

Which SQL statement will achieve the same result?

A
SELECT SNOWFLAKE.CORTEX.CLASSIFY_TEXT(‘gemma-7b’, ‘What is Gen AI?’);
B
SELECT SNOWFLAKE.CORTEX.COMPLETE(‘gemma-7b’, ‘What is Gen AI?’);
C
SELECT SNOWFLAKE.CORTEX.EXTRACT_ANSWER(‘gemma-7b’, ‘What is Gen AI?’);
D
SELECT SNOWFLAKE.CORTEX.SUMMARIZE(‘gemma-7b’, ‘What is Gen AI?’);

Correct Option:

QUESTION 4

A team has developed a ML model outside of Snowflake using a third-party framework. The model needs to be deployed within Snowflake to support centralized version control and metadata tracking.

Use of which Snowflake feature will meet these requirements?

A
ML Observability
B
Container Runtime for ML
C
Snowflake Feature Store
D
Snowflake Model Registry

Correct Option:

QUESTION 5

A Gen AI Specialist is writing a Python script that leverages Snowflake Cortex to answer users’ questions. The script contains this code:

Regardless of the content of the prompt (user_question) that is passed to snowflake.cortex.complete, the Specialist must ensure that the function filters potentially unsafe or harmful response language.

Which code will accomplish this?

A
Option A
B
Option B
C
Option C
D
Option D

Correct Option:

QUESTION 6

Which fields must be included in the body of an API request in order to submit the request to the Snowflake Cortex Analyst REST API endpoint? (Choose three.)

A
Stream
B
Content
C
Request ID
D
Suggestions
E
Role of the speaker
F
Path to the semantic model YAML file

Correct Option:

QUESTION 7

Which Snowflake data type is returned when using the SNOWFLAKE.CORTEX.EMBED_TEXT_768 function?

A
VECTOR
B
VARCHAR
C
VARIANT
D
OBJECT

Correct Option:

QUESTION 8

A Gen AI Specialist needs to use a Snowflake Cortex LLM function to categorize customer questions into two topics: support and food.

The Specialist created a table named QUERIES with these values:

Which command should be used?

A
Option A
B
Option B
C
Option C
D
Option D

Correct Option:

QUESTION 9

A Gen AI Specialist created a model using Python libraries. After training the model, they log it in a Snowflake Model Registry.

Where is the Model Registry stored in Snowflake?

A
In a Snowflake stage as a scoped XML file
B
In the image repository of a container compute pool
C
In the model monitoring area of the model details page
D
In a database and schema as a first-class Snowflake object

Correct Option:

QUESTION 10

What costs are associated with Snowflake Cortex Search Services? (Choose two.)

A
Data transfer
B
Mounting volume
C
Serving compute
D
Cloud services compute
E
Image repository storage cost

Correct Option:

QUESTION 11

Which type of costs are incurred when using the Snowflake Cortex Search Service?

A
Compute pool
B
Serving compute
C
Serverless compute
D
Data transfer

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QUESTION 12

Which commands can be used to show available Snowflake Cortex LLM models? (Choose two.)

A
SHOW MODELS;
B
LS @SNOWFLAKE.CORTEX.LLM;
C
SHOW MODELS IN SNOWFLAKE.MODELS;
D
SHOW VERSIONS LIKE 'CORTEX' IN MODEL LLM;
E
CALL SNOWFLAKE.MODELS.CORTEX_BASE_MODELS_REFRESH();

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QUESTION 13

Review this metadata from a SNOWFLAKE.CORTEX.COMPLETE function response:

Which model parameters were used in the function?

A
Option A
B
Option B
C
Option C
D
Option D

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QUESTION 14

A Gen AI Specialist has registered a new model in the Snowflake Model Registry and granted the USAGE privilege to a custom role, TRAINEE_ROLE.

When a new user with the TRAINEE_ROLE attempted to download the model artifacts using the GET command, an error occurred.

What would cause the error?

A
The user does not have the OWNERSHIP privilege on the model.
B
The user does not have the USAGE privilege on the schema.
C
The user is not using the show_models () download method.
D
The user is not using Snowpark Python FileOperation.get operation.

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QUESTION 15

A company is organizing an event and asked participants for food restrictions. The responses have been saved in a table named EVENT_REGISTRATIONS:

Which query will compile a list of foods that should not be served?

A
Option A
B
Option B
C
Option C
D
Option D

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QUESTION 16

A Gen AI Specialist is building a pipeline in Snowflake to gather data that will be used to summarize customer chat messages.

This table, CHAT_MESSAGES was created:

The Specialist wants to use the Snowflake Cortex COMPLETE function with the llama3-8b model to create a summary of each conversation. The prompt should start with: “Summarize this chat:” followed by the full text of all messages in that chat conversation.

Which query will achieve this?

A
Option A
B
Option B
C
Option C
D
Option D

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QUESTION 17

A Gen AI Specialist needs to configure a Snowflake account located in AWS_APJ to process inference requests for Snowflake Cortex LLM functions in AWS_US and AWS_EU regions.

How should this be accomplished?

A
Use the ORGADMIN role to set CORTEX_ENABLED_CROSS_REGION = ANY_REGION.
B
Use the ORGADMIN role to set CORTEX_ENABLED_CROSS_REGION = AWS_US, AWS_EU.
C
Use the SYSADMIN role to set CORTEX_ENABLED_CROSS_REGION = ANY_REGION.
D
Use the ACCOUNTADMIN role to set CORTEX_ENABLED_CROSS_REGION = AWS_US, AWS_EU.

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