Real-time Decision

php中文网 Courses

Apr 1, 2025 · Backend Development

Integrating PHP Applications with Cloud-Native AI Services for Real-Time Decision Making

This article explains how to combine PHP web applications with modern cloud-native AI services—via REST APIs, SDKs, and message queues—to build efficient real-time decision systems, covering integration methods, sample code, use-case implementations such as recommendation, dynamic pricing, fraud detection, and performance optimization best practices.

Backend IntegrationCloud AIMessage Queue

0 likes · 8 min read

Integrating PHP Applications with Cloud-Native AI Services for Real-Time Decision Making

HelloTech

Aug 9, 2023 · Artificial Intelligence

Device Intelligence: Concepts, Architecture, and Applications

Device intelligence brings on-device reasoning and real-time inference to smartphones and IoT gateways, delivering low-latency, privacy-preserving, personalized services such as AR/VR enhancements and recommendation re-ranking, while confronting challenges of hardware fragmentation and model size, and complementing cloud AI through architectures like Hala’s MNN-based pipeline.

Device IntelligenceModel InferenceOn-Device AI

0 likes · 10 min read

Device Intelligence: Concepts, Architecture, and Applications

NetEase Yanxuan Technology Product Team

Apr 24, 2022 · Operations

Traffic Distribution and Allocation: Non‑Intervention vs. Intervention, Objectives, and Technical Solutions

The article compares non‑intervention (natural) traffic, where models autonomously maximize UV, with intervention (allocation) traffic that fine‑tunes re‑ranking to meet short‑term business goals, outlines objectives of balancing immediate profit and long‑term value, and presents two technical solutions—an ML‑plus‑OR integer‑programming model and a PID‑based control loop—for real‑time traffic allocation.

OptimizationPID controlReal-time Decision

0 likes · 9 min read

Traffic Distribution and Allocation: Non‑Intervention vs. Intervention, Objectives, and Technical Solutions