01 - MLOps 101: From Experiment to Production

Complete guide to MLOps 101: From Experiment to Production: architecture, practical implementation and best practices for developers and technical teams.

What you'll learn

• DevOps vs MLOps: Key Differences
• Level 0: Manual Process
• Level 1: ML Pipeline Automation
• Level 2: CI/CD for Machine Learning
• 1. Data: Collection, Cleaning, and Versioning

This article is part of the MLOps series on federicocalo.dev.

Read the full article

The complete article (16 min read) with code examples, diagrams, and practical exercises is available here:

➡️ 01 - MLOps 101: From Experiment to Production

https://federicocalo.dev/en/blog/mlops-101-from-experiment-to-production

By Federico Calò — Software Developer & Technical Writer