Tag

interest modeling

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58 Tech
58 Tech
Jan 8, 2021 · Artificial Intelligence

Deep Learning Practices for Multi‑Business Integrated Recommendation: From Dual‑Channel to Multi‑Channel Interest Models and Multi‑Scenario Adaptation

The article details how 58.com tackled the challenges of multi‑business recommendation by evolving its ranking models from a dual‑channel deep interest architecture to a 1+N multi‑channel deep interest model, incorporating customized feature cross layers, scenario‑adaptation mechanisms, and extensive engineering optimizations that yielded significant CTR and conversion gains.

Feature EngineeringMulti-ChannelRanking
0 likes · 27 min read
Deep Learning Practices for Multi‑Business Integrated Recommendation: From Dual‑Channel to Multi‑Channel Interest Models and Multi‑Scenario Adaptation
DataFunTalk
DataFunTalk
Jul 29, 2020 · Artificial Intelligence

Multi‑Business Recommendation System Architecture and Optimization at 58.com

This article explains how 58.com designs a three‑layer recommendation system for its homepage, tackles challenges of multi‑business fusion, interest modeling, traffic allocation, and dynamic refresh, and presents a step‑by‑step optimization pipeline that improves CTR and diversity.

AIdynamic refreshinterest modeling
0 likes · 17 min read
Multi‑Business Recommendation System Architecture and Optimization at 58.com