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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Snowflake Gen AI Governance | 22% | - Monitoring, logging, and observability - Audit and compliance for AI workloads - AI governance framework and policies - Cost management and token-based pricing - Guardrails, safety controls, and bias mitigation |
| Topic 2: Snowflake Document AI | 12% | - Document AI setup and configuration - Document preparation and processing - Data extraction and structured output - Performance optimization and troubleshooting |
| Topic 3: Snowflake for Gen AI Overview | 26% | - Snowflake Gen AI principles and best practices - Role-based access control (RBAC) for AI resources - Snowflake Copilot and AI assistant capabilities - Cortex AI components: Cortex Search, Cortex Analyst, Cortex LLMs |
| Topic 4: Snowflake Gen AI & LLM Functions | 40% | - Model deployment with Snowpark Container Services and Model Registry - Embedding functions: EMBED_TEXT_*, vector storage and similarity search - API integration and authentication - Cortex LLM functions: COMPLETE, CLASSIFY_TEXT, EXTRACT_ANSWER, SENTIMENT, SUMMARIZE, TRANSLATE - RAG implementation in Snowflake |
A data team is refining their Cortex Analyst semantic model to improve the accuracy of responses for specific, frequently asked questions and to enable better literal value searches. Consider a semantic model being developed to address these requirements. Which two configurations or features are directly relevant and correctly applied in the semantic model YAML for these purposes?
Correct Answer: A,B 🗳️
Explanation: Only visible for Actual4Labs members. You can sign-up / login (it's free).
An ML Engineer has developed a custom PyTorch model for image processing that requires GPU acceleration and specific PyPl packages ('torch' , 'torchvision'). They want to deploy it as a service on Snowpark Container Services (SPCS) using the Snowflake Model Registry. Which of the following statements are true regarding the deployment of this model to SPCS and its requirements? (Select all that apply.)
Correct Answer: B,D,E 🗳️
Explanation: Only visible for Actual4Labs members. You can sign-up / login (it's free).
A data science team is planning to implement a new RAG (Retrieval Augmented Generation) application using Snowflake Cortex, specifically leveraging Cortex Search. They are evaluating the key features, best practices, and cost considerations associated with Cortex Search. Which of the following statements accurately describe aspects of Cortex Search?
Correct Answer: A,C,E 🗳️
Explanation: Only visible for Actual4Labs members. You can sign-up / login (it's free).
A data engineering team is implementing a Document AI solution to automate the extraction of vendor invoice details. They have already published a Document AI model build, 'vendor_invoice_model', located in New invoices are uploaded to an internal stage, 'fin db.invoice_processing_schema.raw invoices_stage'. The 'invoice_pipeline role' is responsible for executing the
! PREDICT
method on these staged documents as part of an automated task. Which of the following USAGE privileges are essential for to successfully execute the
! PREDICT
method and process documents from the specified stage, assuming the required SNOWFLAKE.DOCUMENT_INTELLIGENCE_CREATOR role is already granted?
Correct Answer: B,C,D 🗳️
Explanation: Only visible for Actual4Labs members. You can sign-up / login (it's free).
A developer is building an interactive chat application in Snowflake leveraging the COMPLETE (SNOWFLAKE. CORTEX) LLM function to power multi-turn conversations. To ensure the LLM maintains conversational context and generates coherent responses based on prior interactions, which of the following methods correctly implements the passing of conversation history to the COMPLETE function?
Correct Answer: B 🗳️
Explanation: Only visible for Actual4Labs members. You can sign-up / login (it's free).
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