SnowPro® Specialty: Gen AI Certification Exam: GES-C01 Exam
"SnowPro® Specialty: Gen AI Certification Exam", also known as GES-C01 exam, is a Snowflake Certification. With the complete collection of questions and answers, Pass4sureCert has assembled to take you through 351 Q&As to your GES-C01 Exam preparation. In the GES-C01 exam resources, you will cover every field and category in Snowflake Certification Certification helping to ready you for your successful Snowflake Certification.
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Snowflake GES-C01 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Snowflake Document AI | 12% | - Data extraction and structured output - Document preparation and processing - Performance optimization and troubleshooting - Document AI setup and configuration |
| Snowflake Gen AI Governance | 22% | - Monitoring, logging, and observability - Guardrails, safety controls, and bias mitigation - AI governance framework and policies - Audit and compliance for AI workloads - Cost management and token-based pricing |
| Snowflake Gen AI & LLM Functions | 40% | - Cortex LLM functions: COMPLETE, CLASSIFY_TEXT, EXTRACT_ANSWER, SENTIMENT, SUMMARIZE, TRANSLATE - 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 |
| Snowflake for Gen AI Overview | 26% | - 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 |
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
A Snowflake team observes consistently high token costs from 'SNOWFLAKE.ACCOUNT_USAGE.CORTEX_FUNCTIONS_QUERY_USAGE_HISTORY' for a summarization task using the 'mistral- large2' model. The task involves summarizing legal documents, which often exceed the context window of common LLMs. To optimize these token-based costs, which strategy should the team prioritize?
- A. Option A
- B. Option E
- C. Option D
- D. Option B
- E. Option C
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A development team is preparing to deploy a new Retrieval-Augmented Generation (RAG) application written in Python. They intend to use Snowflake AI Observability to capture detailed logs and traces for debugging and performance analysis. Which of the following configurations are essential prerequisites for enabling this logging capability effectively?
- A. Option A
- B. Option E
- C. Option D
- D. Option B
- E. Option C
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A data scientist is designing a real-time similarity search feature in Snowflake using product embeddings. They plan to use VECTOR_L2_DISTANCE to find similar products. Which statement correctly identifies a cost or data type characteristic relevant to this implementation?
- A. The
- B. Both the
- C. The
- D. The maximum dimension supported for a
- E. Storing product embeddings generated by
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A Gen AI Specialist is tasked with implementing a data pipeline to automatically enrich new customer feedback entries with sentiment scores using Snowflake Cortex functions. The new feedback arrives in a staging table, and the enrichment process must be automated and cost-effective. Given the following pipeline components, which combination of steps is most appropriate for setting up this continuous data augmentation process?
- A. Option A
- B. Option E
- C. Option D
- D. Option B
- E. Option C
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An analytics engineering team is building a complex, real-time data pipeline in Snowflake. They want to automatically summarize new incoming product reviews using SNOWFLAKE. CORTEX. SUMMARIZE as part of a continuous process. They consider integrating this function into a dynamic table definition for efficient, automated refreshes. Which of the following statements regarding the integration of SNOWFLAKE. CORTEX. SUMMARIZE with Snowflake's data pipeline features is true?
- A. SNOWFLAKE. CORTEX. SUMMARIZE can be used with dynamic tables if the TARGET_LAG is explicitly set to '1 day' or longer, allowing for asynchronous processing.
- B. SNOWFLAKE. CORTEX. SUMMARIZE can be directly used within a dynamic table's SELECT statement, enabling real-time summarization with automated refreshes, provided the source data is a stream.
- C. SNOWFLAK CORTEX. SUMMARIZE is supported in dynamic tables only if a Snowpark-optimized warehouse is explicitly assigned to the dynamic table for processing.
- D. Snowflake Cortex functions, including SNOWFLAKE. CORTEX.SUMMARIZE, are explicitly incompatible with dynamic tables, requiring alternative automation methods such as streams and tasks.
- E. While SNOWFLAKE. CORTEX. SUMMARIZE does not support dynamic tables, its updated version, is fully compatible with dynamic tables for continuous summarization.
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