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Machine Learning on VMware Cloud Foundation

This Fling provides a platform for Data Scientists to quickly setup a virtualized cloud infrastructure to conduct data science experiments:

  • Virtualized environment based on VMware cloud and Kubernetes
  • Currently support CPU only (but will support GPU in future)
  • Based on Open Source Kubeflow, Horovod

Provides a set of example Notebooks and libraries for common data science tasks, including:

  • Data collection and cleaning (extract data from various sources, and describe the data semantics using metadata)
  • Data cleansing and transformation (clean up collected data and transform them from its raw form to a structured form more suitable for analytic processing)
  • Model training (develop predictive and optimization machine learning models)
  • Model serving (deploy model into a run time environment where online request will be served)

You must have the VMware Cloud Foundation 3.8 GA

Resources

Please see the readme file in the download after unzipping.