My Journey from DevOps to MLOps. Part 3/3:Setup CI/CD to deploy Machine Learning Models using ADO
#mlops #cicd #azuredevops
LetsDevOps: A complete journey to learn and implement MLOps.
Setup CI/CD to deploy Machine learning model using Azure Databricks. Airflow to trigger the Job(Workflow). Complete guide to MLOps Setup.
✅ Overview of MLOps and Agenda
✅ CI/CD Architecture for MLOps
✅ Reference of Project Template
✅ Create Pipeline, Create Azure Artifact
✅ Run Pipeline
✅ Validate Deployment
🚀🤩Blog URL: https://www.letsdevops.net/post/letsd...
GitHub: https://github.com/sumitraj0103/Letsd...
Part 1/3: https://www.letsdevops.net/post/letsd...
Part 2/3: https://www.letsdevops.net/post/letsd...
Part 2.1/3: https://www.letsdevops.net/post/letsd...
Part 2.2/3: https://www.letsdevops.net/post/letsd...
▬▬▬▬▬▬ Content Timestamp ⏰ ▬▬▬▬▬▬
Introduction: 00:11
Series recap: 00:20
Agenda: 00:52
Architecture: 01:20
Prerequisite: 01:52
Setup CI/CD: 02:08
Create new ADO repo: 02:37
Download project template: 03:10
YAML Pipeline Structure: 06:08
Create Azure Artifact: 08:26
Create Pipeline: 10:29
Run Pipeline: 13:10
Get Artifact Feed IDs: 17:21
Run Complete Pipeline: 20:12
Validate Deployment: 22:00
Best Practices & Tips: 22:50
