MIT SMR Connections
MIT SMR Connections is the custom content creation unit within MIT Sloan Management Review.
Putting machine learning into production in the enterprise is not easy: Many organizations are struggling to implement the technology at scale. But it is possible to make the process of building, scaling, and deploying enterprise machine learning solutions repeatable and predictable.
In this webinar, Tom Davenport, President’s Distinguished Professor of IT and Management, Babson College; Alex Breshears, senior product manager, Production Machine Learning, Cloudera; and Abbie Lundberg, business technology analyst, Lundberg Media, discuss the specific challenges enterprises face in machine learning and how they can create an end-to-end, factory-like capability.
In this on-demand webinar, the speakers explore:
- What challenges to expect in machine learning production and scaling.
- Why you’ll need to rethink organizational structure for effective cross-functional work.
- How software development and deployment processes need to change in order to extend them to machine learning.
- The importance of a robust data pipeline for AI and what it takes to develop it.