Back To Schedule
Wednesday, October 7 • 9:00am - 10:00am
[Operations] D2iQ - AI Chihuahua: Why Machine Learning is Dogged by Failure and Delays

Sign up or log in to save this to your schedule, view media, leave feedback and see who's attending!

AI is everywhere.

Except in many enterprises.

Going from a prototype to production is perilous when it comes to machine learning: most initiatives fail, and for the few that are ever deployed, it takes many months to do so. While AI has the potential to transform and boost businesses, the reality for many companies is that machine learning only ever drips red ink on the balance sheet.

In this talk, we shall explore why machine learning in the enterprise is so difficult and why it's not because of machine learning itself. We'll see why DevOps for ML (a.k.a. MLOps) is not enough. By reasoning from a high-level business target down to the technical requirements, we'll see why getting the infrastructure right is hard, but also why it need not be, and how you can still benefit from best-of-breed solutions in an all-in-one platform thanks to cloud-native technologies.


avatar for Ian Hellström

Ian Hellström

Product Manager, D2iQ
Ian is the product manager for Kaptain, formerly known as KUDO for Kubeflow, D2iQ's end-to-end machine learning platform. He has nearly a decade of experience in data and machine learning at companies such as Spotify, Bosch, and Sievo. Before that, he completed his PhD on numerical... Read More →

Wednesday October 7, 2020 9:00am - 10:00am PDT
Track 1