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| Section | Weight | Objectives |
|---|---|---|
| Architecture and Best Practices | 10-15% | - Cost management strategies - Security and privacy considerations - Performance optimization techniques - Monitoring and evaluation frameworks - LLM pipeline architecture design |
| Data Preparation for Gen AI | 15-20% | - Document processing and chunking strategies - Unstructured data handling - Data governance for AI workloads - Vector stores and embeddings in Snowflake |
| Cortex Analyst and Semantic Layer | 20-25% | - Semantic model design and configuration - Text-to-SQL translation and optimization - Performance tuning for analytical queries - Business logic implementation in semantic models |
| Generative AI Fundamentals and Concepts | 20-25% | - Fine-tuning vs. retrieval approaches - Vector embeddings and similarity search - LLM fundamentals and architectures - Prompt engineering principles - Retrieval-Augmented Generation (RAG) concepts |
| Snowflake Cortex AI Capabilities | 25-30% | - Cortex AI functions and features - Model selection and cost optimization - Snowflake Copilot integration - COMPLETE function usage and parameters - Secure data handling in AI workflows |
1. A Snowflake administrator needs to implement a granular access control strategy for LLMs. The general policy is to restrict access to a select few models via an account-level allowlist. However, a specific data science team (using role 'DATA SCIENCE TEAM ROLE) requires access to the 'claude-3-5-sonnet' model, which should not be available to other users or globally via the allowlist. Given this scenario, which set of commands would correctly establish this access control while adhering to the specified requirements?
A)
B)
C)
D)
E) 
2. A developer is instrumenting a RAG application using the TruLens SDK within Snowflake AI Observability. The application has distinct functions for retrieving context and generating a completion. To ensure clear tracing and readability, which span_type should ideally be used for the function responsible for retrieving relevant text from the vector store?
A)
B)
C) No specific span_type is needed; the default instrumentation is sufficient for all functions.
D)
E) 
3. A company is implementing a Document AI solution to extract sensitive financial data from invoices. They plan to fine-tune the Document AI model (Arctic-TILT) and then manage this custom model within the Snowflake Model Registry. Which of the following statements correctly outlines the access control, data handling, and model management principles for this scenario?
A) Option D
B) Option C
C) Option A
D) Option B
E) Option E
4. 
A) The parameter provides granular control at the database or schema level, allowing administrators to define different sets of approved models for different data contexts.
B) Enabling Cortex Guard for 'AI_COMPLETE through the 'guardrails' option automatically bypasses the 'CORTEX_MODELS_ALLOWLIST to ensure all LLMs can be used for content safety filtering.
C) The 'ACCOUNTADMIN' must execute the SQL command:
D) If a user attempts to call an LLM not explicitly listed in the via the Cortex LLM Playground, Snowflake will automatically fall back to the 'snowflake-arctic' model for that request.
E) Users with 'ds_team_role' will still be able to successfully call
5. 
A)
B)
C)
D)
E) 
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: C,E | Question # 5 Answer: C |
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