Snowflake Cortex Masterclass 2024 Hands-On!

Snowflake Cortex Masterclass 2024 Hands-On! is my new 20+ hours mega-course on Udemy.

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(1) Roadmap to Snowflake Cortex

• Course Structure and Content
• Roadmap of AI/ML Solutions in Snowflake
• Overview of Snowflake Cortex

(2) ML Pipelines on Datasets (outside Snowflake)

• Overview of ML Pipelines
• Data Sources (Sample Datasets)
• Data Exploration
• Feature Engineering
• Data Preprocessing
• Model Training
• Model Validation (Hyperparameter Optimization)
• Model Evaluation (Performance Metrics)
• Model Deployment
• Snowflake Integrations with DS/ML Partners

(3) ML Pipelines using Snowpark (no Cortex)

• Overview of Snowpark
• Sample Data Extraction and Generation (in Snowflake)
• Feature Engineering (in Snowpark DataFrames)
• Model Training (in Stored Procedure)
• Model Deployment (with Vectorized Python UDF)
• ML Pipelines in Snowpark Container Services (SPCS)

(4) ML Pipelines with Snowpark ML (in Cortex)

• Overview of Snowpark ML APIs
• Snowpark ML Modeling (Classes)
• Feature Engineering (in Snowpark DataFrame)
• Distributed Preprocessing (for Transformers)
• Model Training (with Estimators)
• Model Validation (Distributed HPO)
• Model Evaluation (Distributed Metrics)
• Snowpark ML Operations: Model Registry
• Snowpark ML Data Access
• Cost of Snowpark ML

(5) ML-Powered Functions (in Cortex)

• Overview of ML-Based Classes
• Quick Intro to GBM (Gradient Boosting Machine)
• Quick Intro to Snowflake Classes
• Time-Series Forecasting
• Anomaly Detection
• Contribution Explorer
• Classification
• Access Rights to ML-Based Functions
• Cost of ML-Based Functions

(6) LLM Functions (in Cortex)

• Overview of LLM Functions
• Quick Intro to Deep Learning
• Quick Intro to Generative AI
• Snowflake Integrations with ChatGPT
• COMPLETE LLM Functions
• EXTRACT_ANSWER LLM Function
• SENTIMENT LLM Function
• SUMMARIZE LLM Functions
• TRANSLATE LLM Function
• Access Rights to LLM Functions
• Cost of LLM Functions

(7) LLM UI Extensions (in Cortex)

• Overview of LLM UI Extensions
• Snowflake Copilot
• Universal Search
• Document AI