BestHub
search
Sign in
Tag

incremental training

1 views collected around this technical thread.

Ximalaya Technology Team
Ximalaya Technology Team
Feb 20, 2024 · Artificial Intelligence

Optimization of Deep Learning-Based CTR Models in Advertising

This report presents recent advances in optimizing deep learning click‑through‑rate models for advertising, including improved embedding mechanisms, novel feature‑interaction and architecture designs such as attention‑based behavior sequencing, multi‑tower and Mixture‑of‑Experts networks, dynamic ID handling, hourly updates, incremental training, and outlines future multi‑modal and embedding‑importance research.

Advertising TechnologyCTR modelDeep Learning
0 likes · 13 min read
Optimization of Deep Learning-Based CTR Models in Advertising
DataFunSummit
DataFunSummit
Nov 27, 2023 · Artificial Intelligence

Online Learning with Alink Model Flow: From Fundamentals to Model Flow 1.0 and 2.0

This article introduces Alibaba's Alink platform and its online learning capabilities, discusses common challenges in machine‑learning pipelines, explains Alink’s algorithm‑to‑application connection, various computation modes, usage methods, and details the evolution from Model Flow 1.0 to the more versatile Model Flow 2.0, including pipeline integration, incremental training, and embedding prediction services.

AlinkFlinkPipeline
0 likes · 9 min read
Online Learning with Alink Model Flow: From Fundamentals to Model Flow 1.0 and 2.0