Member-only story
MLOps Level 1: Continuous Training
In MLOps level 1 the machine learning pipeline is automated. By doing so you achieve continuous training of the machine learning model as well as continuous delivery of the model prediction service.
Recommended Pre-Reading
In order to get the most from this article it is important that you understand the terminology I will be using. To familiarise yourself with the terminology I have outlined the various steps of a machine learning service in great detail in this article: https://towardsdatascience.com/steps-of-a-machine-learning-process-7acc43973385.
Some of the concepts discussed overlaps with DevOps philosophy and others are specific to MLOps. To read more about how these two practices compare and contract please check out my article: https://towardsdatascience.com/mlops-vs-devops-5c9a4d5a60ba
If you are interested to learn more about how this level of MLOps differs from level 0 please check out my article: https://towardsdatascience.com/mlops-level-0-manual-pipelines-7278b9949e59 which is visualised below:
