mkt-ds / snowflake-sagemaker-workshops

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Snowflake + Amazon SageMaker Workshops

Data Centric AI: Credit Risk Workshop


In this workshop you'll learn how to facilitate a data-centric AI development process using Snowflake and Amazon SageMaker. In the workshop you will build a credit risk model on personal loans data dervied from the Lending Club. As part of a iterative process we'll improve our dataset by enriching it with unemployment rate data provided by Knoema.

The guide for the workshop is hosted by Snowflake for self-service as a Snowflake Quick-start. Follow this link

  1. Environment Setup:

    Option Description Launch Template
    With Amazon SageMaker Studio Use this template if you do not have a pre-existing Amazon SageMaker Studio environment in your target region. With Amazon SageMaker Studio
    Use Existing Amazon SageMaker Studio Environment Use this template if you have an Amazon SageMaker Studio deployed in your target region. Existing SageMaker Studio Environment

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License:MIT License


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Language:Jupyter Notebook 75.2%Language:Python 24.8%