Exam Name: SnowPro® Specialty: Gen AI Certification Exam
Certification Provider: Snowflake
Corresponding Certification: Snowflake Certification
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Snowflake GES-C01 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Use Cases & Solution Design | - End-to-end GenAI solution architecture - Enterprise AI application patterns in Snowflake |
| Topic 2: Data Governance & Security | - Responsible use of AI in enterprise environments - Data privacy and access controls |
| Topic 3: Embeddings, Vector Search & RAG | - Vector search in Snowflake ecosystem - Retrieval-Augmented Generation (RAG) workflows - Embeddings fundamentals |
| Topic 4: Generative AI Fundamentals | - Core concepts of generative AI and LLMs - Model capabilities and limitations |
| Topic 5: Prompt Engineering | - Prompt design techniques - Optimization of prompts for LLM outputs |
| Topic 6: Snowflake AI & Cortex | - Snowflake Cortex capabilities - AI functions and services in Snowflake |
| Topic 7: Model Evaluation & Responsible AI | - Evaluation metrics for LLM outputs - Bias, fairness, and explainability considerations |
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
A business user frequently asks Cortex Analyst questions that require filtering on specific product names, such as "What were the sales for 'iced tea' last month?" The 'product' dimension has many distinct values (high cardinality), and Cortex Analyst sometimes struggles to accurately identify the exact literal product name, leading to less precise SQL queries. The Gen AI Specialist wants to enhance Cortex Analyst's ability to find these literal values for the 'product' dimension. To improve Cortex Analyst's literal search capability for the high-cardinality 'product' dimension, which of the following is the most appropriate and recommended approach to configure in the semantic model?
- A. Option D
- B. Option E
- C. Option C
- D. Option A
- E. Option B
Correct Answer: E 🗳️
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A data engineering team is deploying Snowflake Cortex Analyst to enable natural language queries over their structured SALES_DATA table, which includes columns like PRODUCT_CATEGORY, SALES_AMOUNT, and ORDER_DATE. To maximize the accuracy and trustworthiness of responses for business users, which of the following practices should the team implement when configuring their semantic model?
- A. Option D
- B. Option E
- C. Option C
- D. Option A
- E. Option B
Correct Answer: B,D 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
A software development team is building a conversational AI application within Snowflake, aiming to provide a dynamic and stateful chat experience for users. The application needs to handle follow-up questions while maintaining context, provide responses with a degree of creative variation, and actively filter out any potentially harmful content. The team utilizes the SNOWFLAKE. CORTEX. COMPLETE (or AI_COMPLETE) function.
- A.
- B.
- C.
- D.
- E.
Correct Answer: D 🗳️
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- A. Option D
- B. Option E
- C. Option C
- D. Option A
- E. Option B
Correct Answer: C,D 🗳️
Explanation: Only visible for NewPassLeader members. You can sign-up / login (it's free).
A new data analyst is trying to incorporate sentiment analysis using SNOWFLAKE. CORTEX. SENTIMENT within a Snowflake data pipeline that uses dynamic tables. They execute the following SQL to create a dynamic table for daily sentiment aggregation:
However, this operation fails. Which of the following is the most direct reason for the failure of this specific setup?
- A. SNOWFLAKE. CORTEX. SENTIMENT and other Snowflake Cortex functions are currently incompatible with dynamic tables.
- B. The review_content column, if containing non-English text, would cause the SENTIMENT function to fail outright rather than produce inaccurate results.
- C. The warehouse my_analytics_wh is likely not a Snowpark-optimized warehouse, which is a requirement for Cortex functions within dynamic tables.
- D. The TARGET_LAG for dynamic tables must be explicitly set to '1 day' or longer when integrating with Cortex functions.
- E. The CORTEX_USER database role was not granted to the analyst's role, preventing the execution of Cortex functions.
Correct Answer: A 🗳️
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