Credit Default Model Template

This template is to be used as the starting point for all credit scoring and credit default models. It includes the following:

• Domino Environment with approved libraries and configurations
• Approved Domino Data Sources for Credit scoring
• Model Development Tasks/Goals
• Project file structure
• Sample Notebooks, Training, and Application Scripts.
• Recommended Hardware Tier
• Starting Tags

Project File Structure Structure

Use the Project Template directory structure to organize files for this project.

• apps
• documentation
• models
• notebooks
• results
• scripts
• visualizations

Domino Environment Definition

Domino Environment

FROM

quay.io/domino/domino-standard-environment:ubuntu22-py3.10-r4.4-domino6.0-standard

DOCKER INSTRUCTIONS

USER root
RUN pip install --upgrade pandas seaborn
RUN pip install h2o streamlit eli5
USER ubuntu

PLUGABLE IDEs

jupyter:
  title: "Jupyter (Python, R, Julia)"
  iconUrl: "/assets/images/workspace-logos/Jupyter.svg"
  start: [ "/opt/domino/workspaces/jupyter/start" ]
  supportedFileExtensions: [ ".ipynb" ]
  httpProxy:
    port: 8888
    rewrite: false
    internalPath: "/{{ownerUsername}}/{{projectName}}/{{sessionPathComponent}}/{{runId}}/{{#if pathToOpen}}tree/{{pathToOpen}}{{/if}}"
    requireSubdomain: false
jupyterlab:
  title: "JupyterLab"
  iconUrl: "/assets/images/workspace-logos/jupyterlab.svg"
  start: [  "/opt/domino/workspaces/jupyterlab/start" ]
  httpProxy:
    internalPath: "/{{ownerUsername}}/{{projectName}}/{{sessionPathComponent}}/{{runId}}/{{#if pathToOpen}}tree/{{pathToOpen}}{{/if}}"
    port: 8888
    rewrite: false
    requireSubdomain: false
vscode:
  title: "vscode"
  iconUrl: "/assets/images/workspace-logos/vscode.svg"
  start: [ "/opt/domino/workspaces/vscode/start" ]
  httpProxy:
    port: 8888
    requireSubdomain: false
rstudio:
  title: "RStudio"
  iconUrl: "/assets/images/workspace-logos/Rstudio.svg"
  start: [ "/opt/domino/workspaces/rstudio/start" ]
  httpProxy:
    port: 8888
    requireSubdomain: false