MLOps Fundamentals: CI/CD/CT Pipelines of ML with Azure Demo

#artificialintelligence 

Important Note: The intention of this course is to teach MLOps fundamentals, core idea, its principles, standards etc and NOT Azure ML. Azure demo section is just included as a proof to show the working of an end-to-end MLOps project. "MLOps is a culture with set of principles, guidelines defined in a machine learning world for smooth implementation and productionization of Machine learning models." Data scientists have been experimenting with machine learning models from long time, but to provide the real business value, it must be operationalized i.e. push the models to production and measure their performance against business goals. Unfortunately, due to the current challenges and an non systemization in ML lifecycle 80% of the models never make it to production and remain stagnated as an academic experiment only.

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