AUTOMATED MACHINE LEARNING for Healthcare With Data Robot
AUTOMATED MACHINE LEARNING for Healthcare With Data. Robot Eric Loeb, Ph. D -- Data Scientist Confidential. © 2019 Data. Robot, Inc. – All rights reserved
There are Hundreds of Use cases for Machine Learning in Healthcare. Here are some of them: Confidential. Copyright © Data. Robot, Inc. - All Rights Reserved
Obligatory Data Scientist Definition Slide ● Programming ○ Get data ○ Manipulate data ○ Explore data ○ Build models ○ Implement models Maths & Stats Hacking Skills Data Science Domain Knowledge © Data. Robot, Inc. All rights reserved. Confidential. ● ● ● Foundational statistics Internals of algorithms Practical knowledge & experience Understand the business problem Understand the data
With Automated Machine Learning, your team can do great data science without data scientists. Predictive modeling can transform all processes associated with care delivery. Improved service ● Predicting escalation/ de- Better outcomes ● Predicting occupancy of ICU ● Optimizing staffing needed for ED ● infection escalation of care ● Predicting hospital-acquired Reduced cost ● Predicting postoperative Predicting avoidable readmission ● outcomes Predicting patients who are likely to sue ● Risk stratification ● Predicting delay in payment ● Predicting treatment ● Fraud detection effectiveness Confidential. Copyright © Data. Robot, Inc. - All Rights Reserved
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