DataScience SG x ODSC Meetup - Applying ML to Healthcare

Eugene Yan · 7 years ago · 15

A healthcare startup presented a case study on deploying a machine learning system at Southeast Asia's largest hospital group to estimate patient bills at pre-admission. The system reduced mean absolute error by 55% and root mean squared error by 60% compared to the previous system. The presentation emphasized that production machine learning requires coordinated effort across data engineering, DevOps, and infrastructure teams, with ML representing only 20% of the overall work.