Snowflake + Posit

Streamline MLOps with Snowflake and Posit

See an end-to-end demo of deploying Scikit-learn models using Lending Club data to optimize your production workflow.

Intro to Orbital

For converting models to SQL to run predictions inside databases

Running Positron within Snowflake

Positron in Posit Workbench as a native app within Snowflake

Connect to the data

Loan dataset from LendingClub.

Feature engineering and model fitting pipeline with scikit-learn

Save model to Snowflake model registry

Parsing the sci-kit learn pipeline with Orbital to convert to SQL

Model predictions for 2.25 million rows in Snowflake in less than 5 seconds

Create a Snowflake view (saved SQL query)

What Orbital can & can't do