W&B AI Academy

Learning objectives

Your instructor

What is CI/CD for ML?

Using W&B in your CI/CD workflow

Create a W&B project

Course prerequisites

Before we begin...

Hello World GitHub Action

Python scripts with Github Actions

GithHub Actions secrets

Event triggers

Setting up GitHub Actions environment

Special variables

Using variables inside GitHub Actions

Branch protection rules

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Testing ML code introduction

Testing ML code walkthrough

Testing ML code assignment

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GitHub API and Actions

GitHub API

Using ghapi in GitHub Actions

Using octokit/rest.js client

GitHub API assignment

Assignment solution

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Using W&B API

Promoting a model to the registry

W&B GitHub Action assignment

Project assignment

Assignment solution

Branch protection with W&B API

Deployment with GitOps

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Final summary

More resources for you

Before you go...