Alexandre Hubert (Msc Financial markets / Derivatives) has been a lead data scientist at Dataiku for more than two years. He works on several bank use cases as loan delinquency for leasing and refactoring institutions but also marketing use cases for retailers. Before that, he worked as a trader in the city of London
Deployment and operationalisation of machine learning: How to transition from a design to a production environment?
Designing and validating models is only one part of a whole data science project. There is a gap to bridge to go from design to business value. Having these models running in production is the only way to create lasting measurable value for a business. And today production issues are the main reason many companies fail to see real benefits come from their data science efforts. During this presentation, we will first understand what « to go into production » means and then consider actionable steps to build production-ready data science projects