Kaggle’s Open Vaccine Challenge

Kaggle
Solve Kaggle’s Open Vaccine Problem w/ Kubeflow, Kale and MLOps.

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About

The Kaggle OpenVaccine problem is a popular Data Science topic. In this course, you will explore how to solve this problem with Kubeflow. In addition, you’ll learn how the work you are doing is the foundation for an effective and self-sustainable MLOps culture and platform solution that you can undertake at your enterprise.

This course is approximately 90 minutes long. In this course, you will:

  • Learn about Kaggle.
  • Learn about Kubeflow.
  • Learn about MLOps.
  • Use Jupyter Notebooks in Kubeflow to review the Kaggle OpenVaccine Problem Solution.
  • Use Kale to convert a Jupyter notebook into a Kubeflow pipeline.
  • Use Katib to perform Hyperparameter Tuning on the ideal OpenVaccine model.
  • Load the Kubeflow pipeline snapshots in new notebook servers.
  • Serve the ideal OpenVaccine model from a Jupyter notebook.
  • Relate the activities in this course back to the core tenets of MLOps.

Requirements

Arrikto Academy assumes that you have familiarity with popular Data Science concepts and have used some of these philosophies in practice.