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Continuous Operations for Production Machine Learning – A framework for MLOps in the enterprise – Jeff Fletcher, Cloudera

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Continuous Operations for Production Machine Learning (COPML) is a framework that can be used to implement and manage machine learning models in production. It’s a set of guidelines and methodologies that companies can use to manage machine learning models through a complete life cycle and it’s aimed at enterprise organisations who want to get the benefit that machine learning can bring but where machine learning is not the primary focus of the business. 

Key Takeaways

  • Learn the typical end to end workflows for machine learning projects
  • Know what requirements you need to establish before you start, both business and regulatory
  • Work through two examples a see how the requirements influence infrastructure and other implementation details

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