Welcome aboard the msft-mlops-workshop! This is your gateway to mastering MLOps using Microsoft's arsenal of tools and services. Ready to embark on a journey of code, models, and pipelines? Let's dive in!
Ever dreamt of seamlessly integrating Machine Learning into your DevOps? This workshop is your dream come true. We're all about MLOps magic with Microsoft's toolkit!
- Infrastructure As Code (IAC): Code isn't just for apps. Learn to sculpt and manage your infrastructure with the finesse of a coder.
- ML Model CICD: Plunge into the rhythmic dance of continuous integration and deployment for your ML models.
- Auto Test Reporting: Let's automate the spotlight on your model's performance. Every test, every time.
- Scheduled Auto Retrain: Because your models deserve to stay young, fresh, and relevant. Set them up for regular workouts!
- IAC pipeline: Not just any pipeline, but one dedicated to Infrastructure As Code.
- Model Development - training pipeline: Where your models flex, train, and become champions.
- Model Deployment - release pipeline: The grand stage where your trained models make their debut.
- Repository: msft-mlops-workshop - Your workshop playbook.
- Data Source: Diabetes Data - The data that fuels our experiments.
- Prerequisite: An Azure DevOps organization. Because some things are classic.
- Python 🐍: The soul language of this workshop, powering 100% of the magic!