Intro To MLOps
Created: 2023-02-13 10:15
#note
MLOps is considered as a set of best practices that helps manage the creation and use of ML artifacts through efficient workflows, collaboration, and tracking.
It is an extension of DevOps for the ML field.
It enables continuous model development and integration and it serves ML models and provide feedback.
Machine Learning life cycle:
- Journey of an ML application:
- Concept -> Model -> Integration -> Deployment -> improvements
- Cyclic process
- Continuous refinements:
- new training data, new user requirements, model decay
References
Tags
#mlops #course #linkedin