MLOps with Ray: Best Practices and Strategies for Adopting Machine Learning Operations

© Hien Luu, Max Pumperla and Zhe Zhang 2024

H. Luu et al.MLOps with Rayhttps://doi.org/10.1007/979-8-8688-0376-5_2

2. MLOps Adoption Strategies and Case Studies

Hien Luu¹  , Max Pumperla² and Zhe Zhang³

(1)

Santa Clara, CA, USA

(2)

Bad Segeberg, Germany

(3)

Sunnyvale, CA, USA

 

There is no doubt that we are in the heady days of AI/ML operationalization. According to a Gartner article about the “IT Budgets Are Growing. Here’s Where the Money’s Going,”¹ AI/ML is at the top of the list of technologies, and nearly half of CIOs say they now employ AI/ML or intend to within the next 12 months. The “AI Adoption in the Enterprise 2020”² report from O’reily confirms such statistics and further shared that AI/ML adoption is pervasive across many industries, such ...