resource scaling

JD Tech Talk

Sep 17, 2020 · Artificial Intelligence

Design and Implementation of a High‑Availability Distributed Machine Learning Model Online Inference System

This article presents a comprehensive technical solution for a distributed online inference system that packages machine‑learning models in Docker containers, orchestrates them with Kubernetes for fault‑tolerant, elastic scaling, and integrates model repositories, image registries, monitoring, and automated model selection to streamline deployment, updates, and resource management.