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_1

1. Introduction to MLOps

Hien Luu¹  , Max Pumperla² and Zhe Zhang³

(1)

Santa Clara, CA, USA

(2)

Bad Segeberg, Germany

(3)

Sunnyvale, CA, USA

 

Machine learning (ML) has proven to be a very powerful tool to learn and extract patterns from data. The ability to generate, store, and process a large amount of data, and easily access computing power in the last decade has contributed to many advancements in the ML field, such as image recognition, language translation, and large language models (LLMs), that is, BERT, DALLE, ChatGPT, and more.

ML has finally graduated from the academia lab and has been embraced with both open arms by the business world ...