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Snowflake GES-C01 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Snowflake Gen AI Governance | 22% | - Guardrails, safety controls, and bias mitigation - Audit and compliance for AI workloads - Cost management and token-based pricing - Monitoring, logging, and observability - AI governance framework and policies |
| Snowflake Document AI | 12% | - Document preparation and processing - Performance optimization and troubleshooting - Document AI setup and configuration - Data extraction and structured output |
| Snowflake Gen AI & LLM Functions | 40% | - RAG implementation in Snowflake - Embedding functions: EMBED_TEXT_*, vector storage and similarity search - API integration and authentication - Cortex LLM functions: COMPLETE, CLASSIFY_TEXT, EXTRACT_ANSWER, SENTIMENT, SUMMARIZE, TRANSLATE - Model deployment with Snowpark Container Services and Model Registry |
| Snowflake for Gen AI Overview | 26% | - Role-based access control (RBAC) for AI resources - Snowflake Copilot and AI assistant capabilities - Cortex AI components: Cortex Search, Cortex Analyst, Cortex LLMs - Snowflake Gen AI principles and best practices |
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
A global enterprise has Snowflake accounts in various regions, including a US East (Ohio) account where a critical application is deployed. They need to use AI_COMPLETE with the claude-3-5-sonnet model for real-time customer support, but this model is not natively available in US East (Ohio) for direct AI_COMPLETE usage. The Snowflake administrator considers enabling cross-region inference. Which statements accurately reflect the considerations and characteristics of cross-region inference in Snowflake Cortex?
- A. Cross-region inference is not supported in U.S. SnowGov regions for either inbound or outbound inference requests.
- B. The CORTEX_ENABLED_CROSS_REGION parameter can be configured at the session level to temporarily enable cross-region inference for specific workloads.
- C. Cross-region inference automatically caches user inputs and generated outputs to reduce latency for subsequent requests to the same model.
- D. Setting the CORTEX_ENABLED_CROSS_REGION account parameter to 'ANY_REGION' in the US East (Ohio) account would enable inference requests for claude-3-5- sonnet to be processed in any region where it is natively available.
- E. Latency between regions for cross-region inference is negligible and consistently low, irrespective of cloud provider infrastructure.
Correct Answer: A,D 🗳️
Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).
A data science team is fine-tuning a mistral-lb model within Snowflake Cortex using proprietary customer interaction logs. Which of the following principles and practices apply to this fine-tuning process concerning data privacy, model ownership, and subsequent inference?
- A. The resulting fine-tuned model is exclusively available to the data science team and cannot be accessed by other Snowflake customers.
- B. The proprietary customer interaction logs used for fine-tuning are leveraged by Snowflake to improve the base mistral -7b model for all customers.
- C. The fine-tuned model, which is a CORTEX_FINETUNED type, can be shared with other Snowflake accounts using secure data sharing.
- D. The fine-tuning process occurs entirely within Snowflake's security and governance boundaries, ensuring the data never leaves the Snowflake environment.
- E. The fine-tuned model is fully managed by the Snowflake Model Registry API, allowing programmatic management of its lifecycle.
Correct Answer: A,C,D 🗳️
Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).

database role. Which of the following 'privileges directly related to the virtual warehouse or task execution' are required for the process invoices_task' to successfully execute the Document AI '!PREDICT' method? (Select ALL that apply.)
- A.

- B.

- C.

- D.

- E.

Correct Answer: A,C,D 🗳️
Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).

- A.

- B.

- C.

- D.

- E.

Correct Answer: E 🗳️
Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).


- A. Option B
- B. Option D
- C. Option E
- D. Option C
- E. Option A
Correct Answer: D,E 🗳️
Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).
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