overview
This solution architecture shows how to use Snowpark ML and stored procedures to analyze the marketing spend and optimize marketing budget.
- Run pre-processing, feature engineering and selection, and model training using Snowpark
- Evaluate the model performance against precision, accuracy and recall metrics
- Deploy a stored procedure to upsample the data to address class imbalance problem in model training