Setting a basic CI pipeline

CI/CD for Machine Learning

Ravi Bhadauria

Machine Learning Engineer

Anatomy of GitHub Actions workflow

# Name of the workflow
name: CI

# Events that trigger workflow
on:
  push:
    branches: [ "main" ]

Anatomy of GitHub Actions workflow

# Define jobs and runners
jobs:
  build:
    runs-on: ubuntu-latest

# Define steps
    steps:
      - name: Run a multi-line script
        run: |
          echo Hello, world!
          echo Add other actions to build,
          echo test, and deploy your project.

Anatomy of GitHub Actions workflow

name: CI

on:
  push:
    branches: [ "main" ]

jobs:
  build:
    runs-on: ubuntu-latest
    steps:
      - name: Run a multi-line script
        run: |
          echo Hello, world!
          echo Add other actions to build,
          echo test, and deploy your project.

Create a GitHub repository

https://github.com/new

Image of https://github.com/new page where one can create a new repository

Set up GitHub Actions

https://github.com/rbhadauria29/ci-cd-for-ml-demo/settings/actions

Image of settings page to enable GitHub actions on the repository

Setup a "Hello, World!" GitHub Action

Image highlighting the Actions tab on the repository landing page

Setup a "Hello, World!" GitHub Action

Image highlighting the Configure tab on the actions page of the repository

Setup a "Hello, World!" GitHub Action

Image of a Hello World Action in the web editor alongside the commit changes button

Setup a "Hello, World!" GitHub Action

Image of the commit changes dialog where commit message is written

Inspect the GitHub Actions Run

Inspect the GitHub Actions Run

Image of the actions page showing the successful workflow

Image of the build step of the successful workflow

Inspecting the Logs

Image of the logs of the successful workflow showing the steps

Let's practice!

CI/CD for Machine Learning

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