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Snowflake GES-C01 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Snowflake Document AI12%- Data extraction and structured output
- Document preparation and processing
- Performance optimization and troubleshooting
- Document AI setup and configuration
Topic 2: Snowflake for Gen AI Overview26%- Snowflake Copilot and AI assistant capabilities
- Cortex AI components: Cortex Search, Cortex Analyst, Cortex LLMs
- Snowflake Gen AI principles and best practices
- Role-based access control (RBAC) for AI resources
Topic 3: Snowflake Gen AI Governance22%- Cost management and token-based pricing
- Guardrails, safety controls, and bias mitigation
- AI governance framework and policies
- Monitoring, logging, and observability
- Audit and compliance for AI workloads
Topic 4: Snowflake Gen AI & LLM Functions40%- Model deployment with Snowpark Container Services and Model Registry
- API integration and authentication
- Embedding functions: EMBED_TEXT_*, vector storage and similarity search
- RAG implementation in Snowflake
- Cortex LLM functions: COMPLETE, CLASSIFY_TEXT, EXTRACT_ANSWER, SENTIMENT, SUMMARIZE, TRANSLATE

Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:

1. An ML Engineer has developed a custom PyTorch model for GPU-powered inference and successfully built an OCI-compliant image locally. They now need to push this image to a Snowflake image repository and configure a Snowpark Container Service to use it. The Snowflake account identifier is my org_name_my_account_id_prod. Which set of commands correctly demonstrates tagging the local image and pushing it to the repository?

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


2. A data application developer is using the Snowflake Cortex COMPLETE function to power a multi-turn conversational AI application. They want to ensure responses are creative but not excessively long, adhere to a specific JSON structure, and are filtered for safety. Given the following SQL query snippet, which statements accurately describe the impact of the specified options?

A) The

B) The

C) For a multi-turn conversation, previous user prompts and model responses should be passed in the

D) Setting

E) Including a


3. A data architect is designing a workflow to programmatically extract highly structured data from various text inputs using Snowflake Cortex AI's AI_COPIPLETE function through its REST API. They require the output to strictly adhere to a complex JSON schema for downstream processing and need to manage associated costs. Which of the following statements accurately describe aspects of this approach?

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


4.

A)

B)

C)

D)

E)


5. A Snowflake administrator is designing a new role, 'doc_ai_pipeline_creator' , intended to configure and deploy Document AI extraction pipelines. This role needs the ability to ensure that the designated virtual warehouse, 'analytics_wh', can be reliably started and stopped as needed for Document AI tasks. Which of the following SQL statements grants the privilege that directly enables the 'doc ai_pipeline_creator' role to control the operational state of 'analytics_wh'?

A)

B)

C)

D)

E)


Solutions:

Question # 1
Answer: B,E
Question # 2
Answer: A,B,E
Question # 3
Answer: A,C,E
Question # 4
Answer: B,C,D,E
Question # 5
Answer: D

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