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Intermediate

MLOps Fundamentals: ML Pipelines, Versioning & Production Infrastructure

Master the infrastructure and tools that power production ML systems. Learn data versioning with DVC, workflow orchestration with Kubeflow, feature stores with Feast, model serving with BentoML, and production monitoring with Evidently. Build the foundation for scalable, reproducible machine learning.

77 min
24 lessons
6 modules
Jan 2026
Cover for MLOps Fundamentals: ML Pipelines, Versioning & Production Infrastructure

Course Content

What is MLOps?No signup3 min
The ML Lifecycle3 min
MLOps Maturity Levels3 min
Infrastructure Patterns3 min
Quiz: Module 1: Introduction to MLOps