MLOpsのためのRuby on Rails: MLデプロイメント完全ガイド
Machine Learning is one of the forces that drives contemporary digital transformation. Machine learning models are being leveraged by businesses across industries to scale operations, enhance customer experiences, optimize business decisions and derive predictive insights from enormous amounts of data. But a model is only one step in the process of building a machine learning project. The problem comes when organizations try to deploy and manage (monitoring, scaling, etc.) machine learning systems in production settings. Most machine learning projects are not actually bad models, rather businesses struggle with operational complexity, delays in deployment, under-provisioned infrastructure and an absence of scalability. This is where MLOps comes into play. MLOps, which stands …




