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 | Weight | Objectives |
|---|---|---|
| Data Preparation for Gen AI | 15-20% | - Unstructured data handling - Data governance for AI workloads - Vector stores and embeddings in Snowflake - Document processing and chunking strategies |
| Architecture and Best Practices | 10-15% | - Performance optimization techniques - Monitoring and evaluation frameworks - Cost management strategies - LLM pipeline architecture design - Security and privacy considerations |
| Generative AI Fundamentals and Concepts | 20-25% | - Retrieval-Augmented Generation (RAG) concepts - Prompt engineering principles - LLM fundamentals and architectures - Fine-tuning vs. retrieval approaches - Vector embeddings and similarity search |
| Cortex Analyst and Semantic Layer | 20-25% | - Business logic implementation in semantic models - Semantic model design and configuration - Text-to-SQL translation and optimization - Performance tuning for analytical queries |
| Snowflake Cortex AI Capabilities | 25-30% | - COMPLETE function usage and parameters - Model selection and cost optimization - Secure data handling in AI workflows - Snowflake Copilot integration - Cortex AI functions and features |
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
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 B
- B. Option C
- C. Option A
- D. Option D
- E. Option E
Correct Answer: A,B,C,E 🗳️
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A data engineering team is building an automated pipeline in Snowflake to process customer reviews. They need to use AI_COMPLETE to extract specific details like product, sentiment, and issue type, and store them in a strictly defined JSON format for seamless downstream integration. They aim to maximize the accuracy of the structured output and manage potential model limitations. Which statements accurately reflect the best practices and characteristics when using AI_COMPLETE with structured outputs for this scenario?
- A. Option B
- B. Option C
- C. Option A
- D. Option D
- E. Option E
Correct Answer: A,B,E 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
Which of the following is a 'direct cause' of this error related to missing schema-level privileges, assuming the model build name is unique and the warehouse is active and accessible?
- A.
- B.
- C.
- D.
- E.
Correct Answer: B 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
A marketing team is analyzing social media comments using Snowflake and wants to categorize them into predefined campaign sentiments (e.g., 'Positive Campaign Engagement', 'Negative Campaign Feedback', 'Neutral Discussion'). They decide to use the SNOWFLAKE. CORTEX. CLASSIFY TEXT function for this task. Which of the following statements about its usage are correct?
- A. CLASSIFY_TEXT can return a JSON object with a 'label' field, where the value of this field indicates the classified category of the input text.
- B. If the input text exceeds a model-specific token limit, CLASSIFY_TEXT will automatically truncate the text before processing without raising an error.
- C. To provide more context and potentially improve classification accuracy, categories within the can be defined as SQL objects, including 'description' and 'examples' fields.
- D. The input string to CLASSIFY_TEXT is case-insensitive, meaning 'Great product!' and 'great product!' will yield identical classification results due to automatic normalization.
- E. The argument must contain exactly two string values for effective binary classification, otherwise an error is returned.
Correct Answer: A,C 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
A Gen AI specialist is tasked with creating a Snowflake Cortex Search Service to power a Retrieval Augmented Generation (RAG) application for customer support transcripts. The goal is to allow semantic search over the 'transcript_text' column, filter results by 'region' and , and leverage a multilingual embedding model for high-quality results. The service should be created in the 'cortex_search_db.serviceS schema and use as the warehouse. Which of the following SQL commands correctly creates such a Cortex Search Service, assuming 'support_transcripts' is the source table and change tracking is enabled?
- A.
- B.
- C.
- D.
- E.
Correct Answer: E 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
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