Enterprise Model CI/CD: Webhook Automations for Model Deployment
The most sophisticated machine learning teams and workflows have implemented seamless Model CI/CD workflows. Use Webhook Automations from Weights & Biases to easily configure and trigger specific actions within your CI/CD pipeline when certain events occur.
In this walkthrough, we'll show how to write a GitHub Action Workflow to automatically consume production-ready models from the W&B Model Registry for deployment.
Facilitate a clean hand-off point between ML Engineering and Dev-Ops today! Try out the new Webhook Automations from Weights & Biases for yourself!
https://docs.wandb.ai/guides/models/a...
⏳Timestamps:
0:00 Introduction to Webhook Automations and Weights and Biases
0:22 Creating a Secret for Authentication
0:51 Exploring the Model Registry and Registered Models
1:28 Creating an Automation Trigger for Production Alias
2:12 Configuring Payload for GitHub Actions
2:45 Adding the Production Alias to the Staging Model
3:32 Conclusion: Facilitating Clean Handoff of Model Artifacts