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You oversee a team of data scientists who utilize a cloud-based backend system to submit training jobs. Managing this system has become challenging, and you aim to switch to a managed service. The data scientists on your team work with various frameworks, such as Keras, PyTorch, Theano, Scikit-learn, and custom libraries. What would be your recommended course of action?