Kubeflow for data scientists introduction


Kubeflow is a Machine Learning platform that runs on top of Kubernetes and provides end to end functionality for executing machine learning projects. Google created it for internal use of running Tensorflow jobs on Kubernetes, and they later released it as open-source in 2018. Kubeflow has become an essential toolkit for data scientists today since it abstracts them from the underlying complexities of Kubernetes and provides a seamless platform for easy execution and faster delivery of machine learning projects. To appreciate how Kubeflow can make a remarkable difference in a machine learning project, you first need to understand the pain