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[ WebToolTip.com ] Udemy - Certification Course Snowflake SNOWPROR SPECIALTY - GEN AI
Level: All | Genre: eLearning | Language: English | Duration: 110 Lectures ( 7h 35m ) | Size: 2.42 GB
Master Snowflake Gen AI Fundamentals for the SnowPro Specialty Exam — Concept-Driven Prep
What you'll learn
Master Snowflake Cortex AI fundamentals—LLMs, Cortex Search, Cortex Analyst, Fine-tuning, and Snowflake Copilot—to solve real enterprise Gen AI use cases.
Implement Retrieval-Augmented Generation (RAG) in Snowflake using vector embeddings, semantic search, and Cortex Search indexes for high-quality answers.
Use Snowflake LLM functions (COMPLETE, TRY_COMPLETE, SUMMARIZE, TRANSLATE, CLASSIFY_TEXT, EXTRACT_ANSWER, PARSE_DOCUMENT, EMBED_TEXT_768/1024) with SQL and REST
Build text-to-SQL analytics with Cortex Analyst, including semantic model creation (YAML/semantic views), Suggested Questions, and Verified Query Repository (VQ
Evaluate model choices for capability, latency, and cost; apply COUNT_TOKENS and token-minimization patterns for predictable spending.
Fine-tune LLMs in Snowflake (Cortex Fine-tuning) and register open-source models via Snowflake Model Registry and Snowpark Container Services.
Design multi-turn chat applications on Snowflake data (e.g., Streamlit) with robust session state, parameter control, and secure invocation of Cortex functions.
Productionize AI pipelines: enrich, transform, and extract insights from unstructured text (transcripts, PDFs) using COMPLETE Structured Outputs and SQL tasks.
Enforce Gen AI governance with RBAC, guardrails, model allow-lists (CORTEX_MODELS_ALLOWLIST), and secure REST authentication strategies.
Monitor and optimize costs using Snowflake service consumption tables, CORTEX_FUNCTIONS_USAGE_HISTORY, and Cortex Search/Analyst usage views.
Apply AI observability (traces, evaluations, comparisons, event tables) and TruLens-based metrics to improve quality and reduce hallucinations.
Configure cross-region inference (CORTEX_ENABLED_CROSS_REGION) and architect for availability, latency, and data residency requirements.
Operationalize Document AI: prepare documents, train models, use !PREDICT, automate pipelines, and troubleshoot errors and limits.
Meet exam scenarios with hands-on patterns for RBAC, guardrails, bias mitigation, error handling, and secure data access across SQL and Python.
Confidently map SnowPro Specialty: Gen AI exam domains (Overview, LLM Functions, Governance, Document AI) to real-world tasks and best practices.
Requirements
No prior Snowflake or Gen AI experience required—this course starts from first principles and builds up to exam-ready skills.
A free Snowflake trial account (or company account) and a modern web browser are sufficient for hands-on practice.
Basic SQL or Python is helpful but not mandatory; all labs include step-by-step walkthroughs and copy-paste code.
Works on Windows, macOS, or Linux—no special hardware or paid tools needed beyond internet access.
Curiosity and a willingness to learn are the only requirements; the course provides templates, cheat sheets, and guided exercises.
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FILE LIST
Filename
Size
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/1 - Module-1 Understanding Snowflake Cortex and Large Language Models (LLMs).mp4
29.7 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/10 - Module-10 Controlling Access and Usage of Snowflake Cortex LLM Functions.mp4
28.6 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/11 - Module-11 Governance Controlling Model Access and Usage in Snowflake Cortex.mp4
23.2 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/12 - Module-12 Interactive LLM Testing Exploring the Cortex LLM Playground.mp4
23.5 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/13 - Module-13 Integrating AI into Data Pipelines using Snowflake AISQL.mp4
29.6 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/14 - Module-14 Snowflake Gen AI Interfaces Mastering the REST API.mp4
25.4 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/15 - Module-15 Bringing Your Own Models into Snowflake Using the Model Registry.mp4
20.5 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/16 - Module-16 Bringing Your Custom Models to Scale with Snowpark Container Services.mp4
23.2 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/17 - Module-17 Snowflake Cortex LLM Functions Vector Embeddings and RAG.mp4
23.1 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/18 - Module-18 Customizing LLMs Cortex LLM Functions Fine-Tuning.mp4
13.8 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/19 - Module-19 Cortex Search Retrieval Augmented Generation (RAG) Use Cases.mp4
23.7 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/2 - Module-2 Snowflake Cortex Search Building Fuzzy Search and RAG Applications.mp4
27.3 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/20 - Module-20 Cortex Search Unlocking Unstructured Data Insights.mp4
23.6 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/21 - Module-21 Cortex Search Programmatic Access via REST APIs.mp4
2.9 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/22 - Module-22 Cortex Analyst Semantic Models Stored in YAML Files on a Stage.mp4
19.3 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/23 - Module-23 Cortex Analyst Semantic Models Natively Stored in Semantic Views (Publ.mp4
23.4 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/24 - Module-24 Cortex Analyst Text-to-SQL and Structured Data Use Cases.mp4
20.9 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/25 - Module-25 Cortex Analyst Integrating Natural Language Queries via REST API.mp4
21.8 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/26 - Module-26 Cortex Agents REST API Setup and Interaction (Public Preview).mp4
23.2 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/27 - Module-27 Cross-Region AI Inference Understanding CORTEX_ENABLED_CROSS_REGION (C.mp4
23.3 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/28 - Module-28 Cross-Region Inference Understanding and Managing Latency.mp4
30.1 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/29 - Module-29 Cross-Region Inference Availability and Considerations.mp4
25.4 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/3 - Module-3 Getting Started with Snowflake Cortex Analyst.mp4
27.5 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/4 - Module-4 Snowflake Cortex Fine-tuning Customizing Large Language Models.mp4
28.6 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/5 - Module-5 Getting Started with Snowflake Cortex Agents (Public Preview).mp4
26.8 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/6 - Module-6 An Introduction to Snowflake Copilot Your AI Data Assistant.mp4
19.7 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/7 - Module-7 Snowflake Security and Access Control Role-Based Access Control (RBAC).mp4
23.1 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/8 - Module-8 Snowflake Security, Privacy, and Control Principles (Guardrails).mp4
28 MB
~Get Your Files Here !/1 - Domain 1.0 Snowflake for Gen AI Overview (26%)/9 - Module-9 Snowflake Security Principles Understanding Required Privileges for AI.mp4
28.1 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/1 - Module-30 Applying Generative AI and LLM Functions in Snowflake Cortex.mp4
28.9 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/10 - Module-39 Snowflake Cortex Generating Vector Embeddings with EMBED_TEXT_1024.mp4
22.8 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/11 - Module-40 Snowflake Cortex Search Building Retrieval-Augmented Generation (RAG).mp4
23.8 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/12 - Module-41 Applying Generative AI to Data Snowflake Cortex Analyst.mp4
20 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/13 - Module-42 Applying Generative AI Cortex Fine-tuning for Custom LLMs.mp4
19.6 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/14 - Module-43 Applying Gen AI Snowflake Cortex Agents (Public Preview).mp4
21.3 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/15 - Module-44 Snowflake Cortex Vector Functions Understanding VECTOR_INNER_PRODUCT.mp4
19.6 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/16 - Module-45 Vector Distance Metrics L1, L2, and Cosine Similarity in Snowflake.mp4
18.9 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/17 - Module-46 Snowflake Cortex Helper Functions COUNT_TOKENS and TRY_COMPLETE.mp4
23.1 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/18 - Module-47 Snowflake Cortex SPLIT_TEXT_RECURSIVE_CHARACTER for RAG Chunking.mp4
20.8 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/19 - Module-48 Choosing the Right LLM in Snowflake Cortex Capability, Latency, and Co.mp4
20 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/2 - Module-31 Snowflake Cortex COMPLETE Generating Structured JSON Outputs.mp4
25.1 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/20 - Module-49 Data Analysis with Fully-Managed LLMs and RAG in Snowflake Cortex.mp4
21 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/21 - Module-50 Analyzing Unstructured Data with Text-to-SQL Services in Snowflake.mp4
17.2 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/22 - Module-51 Analyzing Unstructured Data Using Snowflake CORTEXPARSE_DOCUMENT.mp4
23.4 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/23 - Module-52 Data Analysis for Beginners Structured Data Use Cases.mp4
33.3 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/24 - Module-53 Cortex Analyst and the Verified Query Repository (VQR) Data Analysis F.mp4
31 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/25 - Module-54 Data Analysis with Cortex Integrating Analyst and Search.mp4
31.3 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/26 - Module-55 Cortex Analyst Using Suggested and Onboarding Questions.mp4
24.5 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/27 - Module-56 Customizing Cortex Analyst The Power of Instructions.mp4
24.3 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/28 - Module-57 Optimizing AI Performance Latency, Fine-Tuning, and Model Size.mp4
29 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/29 - Module-58 Chat Interfaces Required Privileges for Snowflake Setup.mp4
26.1 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/3 - Module-32 Snowflake Cortex Task-Specific Function CLASSIFY_TEXT.mp4
20 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/30 - Module-59 Building Chat Interfaces Invoking Snowflake Cortex Functions in Stream.mp4
29.5 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/31 - Module-60 Building Stateful Chatbots Multi-Turn Architecture Fundamentals.mp4
26.5 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/32 - Module-61 Advanced Chat Interfaces Controlling LLM Parameters in Cortex.mp4
29.2 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/33 - Module-62 AI Pipelines Integrating Snowflake Cortex via SQL Interface.mp4
28.2 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/34 - Module-63 Data Extraction from Transcripts using Snowflake Cortex COMPLETE.mp4
22.8 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/35 - Module-64 Data Pipeline Enrichment using Snowflake Cortex Functions.mp4
28 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/36 - Module-65 AI Data Augmentation Leveraging Snowflake Cortex Functions in Data Pip.mp4
29.3 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/37 - Module-66 Snowflake Cortex Data Transformations in AI Pipelines.mp4
25.4 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/38 - Module-67 Snowpark Container Services (SPCS) Environment Setup for Third-Party M.mp4
27.6 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/39 - Module-68 Running Third-Party Models Docker Images in Snowpark Container Service.mp4
3.5 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/4 - Module-33 Snowflake Cortex EXTRACT_ANSWER Function for Precise Data Retrieval.mp4
18.4 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/40 - Module-69 Running Third-Party Models Snowpark Container Services Specification F.mp4
23.6 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/41 - Module-70 Snowpark Container Services Creating a Compute Pool.mp4
26.2 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/42 - Module-71 Secure Deployment Creating a Snowpark Image Repository.mp4
16.4 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/43 - Module-72 Logging Third-Party Models in the Snowflake Model Registry.mp4
23.2 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/44 - Module-73 Calling Third-Party Models from the Snowflake Model Registry.mp4
20.1 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/5 - Module-34 Snowflake Cortex Task-Specific Function AI_PARSE_DOCUMENT.mp4
19 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/6 - Module-35 Snowflake Cortex Task-Specific Functions Sentiment Analysis.mp4
19.5 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/7 - Module-36 Snowflake Cortex SUMMARIZE Function for Text Abbreviation.mp4
18.2 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/8 - Module-37 Snowflake Cortex Automated Language Translation with TRANSLATE Functio.mp4
18 MB
~Get Your Files Here !/2 - Domain 2.0 Snowflake Gen AI & LLM Functions (40%)/9 - Module-38 Snowflake Cortex Vector Embeddings with EMBED_TEXT_768.mp4
19.9 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/1 - Module-74 Model Access Controls Restricting Model Usage in Snowflake.mp4
25.9 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/10 - Module-83 Guardrails and Error Conditions in LLM Responses.mp4
23.2 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/11 - Module-84 Monitoring and Optimizing Snowflake Cortex Search Costs.mp4
27.1 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/12 - Module-85 Monitoring and Optimizing Snowflake Cortex Analyst Costs.mp4
23.1 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/13 - Module-86 Cortex LLM Functions Strategies for Token Minimization and Cost Contro.mp4
24.8 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/14 - Module-87 Optimizing Costs for Snowflake Cortex LLM Functions.mp4
25.4 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/15 - Module-88 Cortex Cost Management Tracking Usage and Consumption Quotas.mp4
21.4 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/16 - Module-89 Cortex Cost Monitoring Tracking AI Function Usage History.mp4
22.5 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/17 - Module-90 Tracking and Optimizing Snowflake Cortex Function Usage and Costs.mp4
21.9 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/18 - Module-91 Snowflake AI Observability Features and Evaluation Metrics.mp4
21.4 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/19 - Module-92 Snowflake AI Observability Features and Quality Comparisons.mp4
22.9 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/2 - Module-75 Cortex LLM REST API Access Control and Allowlist Management.mp4
23.4 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/20 - Module-93 Snowflake AI Observability Deep Dive into Application Tracing.mp4
20.1 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/21 - Module-94 Snowflake AI Observability Features and Logging (Public Preview).mp4
21.2 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/22 - Module-95 Snowflake AI Observability Event Tables and Feature Monitoring.mp4
21.9 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/23 - Module-96 AI Observability Implementation Using the TruLens SDK.mp4
17.3 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/3 - Module-76 Access Control for Cortex COMPLETE The Model Allowlist Concept.mp4
25.7 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/4 - Module-77 Model Access Control Using SNOWFLAKE.CORTEX.TRY_COMPLETE and Allowlist.mp4
24.6 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/5 - Module-78 Access Control in the Cortex LLM Playground.mp4
25.5 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/6 - Module-79 Data Safety and Security Keeping Data Inside Snowflake AI Boundaries.mp4
25.4 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/7 - Module-80 Model Access Controls Snowflake REST API Authentication Methods.mp4
20.8 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/8 - Module-81 Setting Guardrails Filtering Unsafe LLM Responses with Cortex Guard.mp4
21 MB
~Get Your Files Here !/3 - Domain 3.0 Snowflake Gen AI Governance (22%)/9 - Module-82 Guardrails and Quality Control for LLM Responses.mp4
24.1 MB
~Get Your Files Here !/4 - Domain 4.0 Snowflake Document AI (12%)/1 - Module-97 Document AI Setup Virtual Warehouse, Database, and Schema Configuratio.mp4
3.3 MB
~Get Your Files Here !/4 - Domain 4.0 Snowflake Document AI (12%)/10 - Module-106 Troubleshooting Document AI Extraction Query Errors.mp4
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