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Snowflake SnowPro® Specialty: Gen AI Certification : GES-C01 Exam
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Snowflake GES-C01 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Prompt Engineering | - Optimization of prompts for LLM outputs - Prompt design techniques |
| Topic 2: Snowflake AI & Cortex | - Snowflake Cortex capabilities - AI functions and services in Snowflake |
| Topic 3: Data Governance & Security | - Data privacy and access controls - Responsible use of AI in enterprise environments |
| Topic 4: Use Cases & Solution Design | - Enterprise AI application patterns in Snowflake - End-to-end GenAI solution architecture |
| Topic 5: Embeddings, Vector Search & RAG | - Vector search in Snowflake ecosystem - Embeddings fundamentals - Retrieval-Augmented Generation (RAG) workflows |
| Topic 6: Generative AI Fundamentals | - Core concepts of generative AI and LLMs - Model capabilities and limitations |
| Topic 7: Model Evaluation & Responsible AI | - Bias, fairness, and explainability considerations - Evaluation metrics for LLM outputs |
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
Question #1
A data engineering team is optimizing an AI-infused pipeline that processes millions of rows of customer interaction data in a LOG_DATA table using various Snowflake Cortex AI functions. They need to accurately estimate costs and ensure optimal performance. Which of the following statements regarding cost, performance, and operational considerations for these functions are true?
- A. Option A
- B. Option E
- C. Option C
- D. Option B
- E. Option D
Correct Answer: A,B,C 🗳️
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Question #2
A global marketing team uses Snowflake to manage customer feedback in various languages. They need to translate customer reviews from German ("de") into English ("en") for analysis. The reviews are stored in a table named 'CUSTOMER REVIEWS' in a column called 'REVIEW TEXT'. Which of the following SQL statements correctly applies the 'SNOWFLAKE.CORTEX.TRANSLATE function and what is the expected return type for the translated text?
- A. The query
- B. The query
- C. The query
- D. The query
- E. The query
Correct Answer: B 🗳️
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Question #3
A financial analyst is concerned about the rising costs of their Document AI pipeline, which uses to extract data from daily financial reports. They observe that their assigned 'LARGE virtual warehouse is running continuously, even during periods of low document ingestion, contributing significantly to their bill. They want to investigate how to reduce costs effectively for their existing Document AI setup.
- A. Option A
- B. Option E
- C. Option C
- D. Option B
- E. Option D
Correct Answer: D 🗳️
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Question #4
A team is developing a Retrieval Augmented Generation (RAG) pipeline in Snowflake, where document chunks are embedded using Cortex AI functions and then retrieved using VECTOR_COSINE_SIMILARITY They are planning their infrastructure and cost management strategy. Which of the following statements correctly describes the cost or performance characteristics of these operations in Snowflake? (Select all that apply)
- A. Option A
- B. Option E
- C. Option C
- D. Option B
- E. Option D
Correct Answer: B,D 🗳️
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Question #5
A data engineering team is setting up a Retrieval Augmented Generation (RAG) application using Snowflake Cortex Search to provide contextual answers from customer support transcripts. The transcripts are stored in a Snowflake table named SUPPORT_TRANSCRIPTS. Which of the following statements are crucial considerations or accurate facts regarding the initial setup and configuration of the Cortex Search Service for this use case?
- A. Cortex Search is designed to get users up and running quickly with a hybrid (vector and keyword) search engine on text data, handling embedding, infrastructure maintenance, and search quality parameter tuning automatically.
- B. Columns specified in the ATTRIBUTES field during service creation are only used for filtering search results and do not need to be present in the source query.
- C. The CREATE CORTEX SEARCH SERVICE command requires that CHANGE_TRACKING = TRUE be enabled on the source table, especially if the role creating the service is not the table owner. This ensures that the service can track updates to the base data.
- D. Cortex Search Services currently support replication and cloning, allowing for easy disaster recovery and geographical distribution of the search index.
- E. Snowflake recommends using a dedicated virtual warehouse of any size, including X-Large or 2X-Large, for each Cortex Search Service to ensure the fastest possible materialization of search indexes during creation and refresh.
Correct Answer: A,C 🗳️
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