In this article, Marc Heyem from IBM succinctly describes the challenges that organizations confront as they attempt to scale Machine Learning beyond proof of concepts to an application that can scale across business users, geographies and product lines
He goes ahead to identify the specific characteristics for a successful enterprise-grade machine learning application as:
1 – Actionability
2 – Reusability
3 – Scalability
All anchored upon a model that
• Train your data scientists on software engineering techniques to convert them into the ultimate unicorn: Machine Learning Engineers.
• Pair your data scientists with software engineers who understand enough about machine learning to partner seamlessly.
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