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Snowflake GES-C01 Exam Syllabus Topics:

SectionWeightObjectives
Data Preparation for Gen AI15-20%- Vector stores and embeddings in Snowflake
- Data governance for AI workloads
- Document processing and chunking strategies
- Unstructured data handling
Cortex Analyst and Semantic Layer20-25%- Business logic implementation in semantic models
- Text-to-SQL translation and optimization
- Performance tuning for analytical queries
- Semantic model design and configuration
Snowflake Cortex AI Capabilities25-30%- COMPLETE function usage and parameters
- Snowflake Copilot integration
- Secure data handling in AI workflows
- Cortex AI functions and features
- Model selection and cost optimization
Architecture and Best Practices10-15%- Security and privacy considerations
- Cost management strategies
- LLM pipeline architecture design
- Performance optimization techniques
- Monitoring and evaluation frameworks
Generative AI Fundamentals and Concepts20-25%- LLM fundamentals and architectures
- Retrieval-Augmented Generation (RAG) concepts
- Prompt engineering principles
- Vector embeddings and similarity search
- Fine-tuning vs. retrieval approaches

Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:

1. A data analytics team is building a Retrieval Augmented Generation (RAG) application to provide contextual answers from a vast repository of internal documents stored in Snowflake. They are evaluating different strategies for generating and retrieving text embeddings to optimize the overall RAG pipeline's performance and relevance. Which of the following statements accurately describe performance considerations related to embedding generation and retrieval in this RAG context? (Select all that apply)

A) Option B
B) Option C
C) Option A
D) Option D
E) Option E


2. A team is planning the implementation of a new Document AI solution and needs to be aware of the specific guidelines and limitations concerning naming conventions and task management within Snowflake. A primary concern is to avoid common pitfalls that could lead to errors or unsupported configurations.

A) Database and schema identifiers referenced in Document AI operations must not include double quotes, as this is an unsupported syntax.
B) For optimal cost management and to avoid resource contention, Document AI tasks should leverage serverless task configurations.
C) Document AI supports concurrent user activity on the same model build in Snowsight, enabling multiple team members to upload documents and review answers simultaneously.
D) Document AI model builds can be renamed after their initial creation and publication to align with evolving project naming standards.
E) While optional, creating a separate database and schema specifically for Document AI assets is a best practice for organization and cost visibility.


3. A data analytics team is building a self-service analytics application using Snowflake Cortex Analyst to allow business users to query sales data with natural language. They are defining a semantic model in YAML to ensure accurate text-to-SQL generation. Which of the following is the most crucial aspect of the semantic model's configuration for Cortex Analyst to effectively translate natural language into SQL for structured data?

A) Configuring the 'base_table' parameter to directly reference a dynamic table, ensuring real-time data ingestion and processing before SQL generation.
B) Utilizing advanced data types like 'VARIANT' and 'OBJECT for all dimensions to accommodate semi-structured data without complex transformations.
C) Providing detailed 'name', 'description' , and 'synonyms' for logical tables, dimensions, and facts to bridge the gap between business terminology and the underlying database schema.
D) Specifying a dedicated 'CORTEX SEARCH SERVICE for every dimension to pre-compute all possible literal values, optimizing response time.
E) Defining a comprehensive 'verified_queries' section with a high volume of example natural language questions and their exact SQL translations to handle all potential user queries.


4. A data engineering team is setting up an automated pipeline to extract information from new invoices using Document AI. They've created a database and schema Cinvoice_db.invoice_schema') and a Document AI model build ('invoice_extractofl). They then created an internal stage for documents. When they attempt to run the method on documents uploaded to 'invoice_stage' , they consistently receive the following error:

Given this error message, which 'corrective SQL command' addresses the most likely misconfiguration of the 'invoice_stage' to allow Document AI processing?

A)

B)

C)

D)

E)


5. A machine learning team is leveraging the Snowflake Model Registry to manage diverse models, including a custom Python utility for data preprocessing that they wish to make available as a model method. Which of the following statements accurately describe capabilities or considerations when logging models and their associated artifacts and methods in the Model Registry?

A) Option B
B) Option C
C) Option A
D) Option D
E) Option E


Solutions:

Question # 1
Answer: A,B
Question # 2
Answer: A,E
Question # 3
Answer: C
Question # 4
Answer: E
Question # 5
Answer: A,B,D,E

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