Algorithmic Optimization

Alimama Tech

Dec 22, 2021 · Artificial Intelligence

Performance Optimization of Advertising Deep Learning Systems: Algorithm, System, and Hardware Co‑Design

The paper presents a holistic algorithm‑system‑hardware co‑design for advertising deep‑learning inference, combining model pruning, approximate computing, kernel fusion, scheduling and PCIe transfer optimizations with GPU and NPU upgrades, achieving up to five‑fold speed‑up and significantly higher latency‑bounded QPS for large‑scale ad services.

Algorithmic OptimizationGPUNPU

0 likes · 24 min read

Performance Optimization of Advertising Deep Learning Systems: Algorithm, System, and Hardware Co‑Design

Alimama Tech

Aug 25, 2021 · Artificial Intelligence

Advertising Creative Optimization Using Hybrid Bandit Models

The article describes Alibaba Moments’ advertising creative optimization platform, which uses hybrid bandit models that combine visual‑aware ranking priors with exploration‑exploitation algorithms such as Thompson Sampling and LinUCB to dynamically select whole creatives or individual elements, improving click‑through rates and mitigating cold‑start challenges.

Algorithmic OptimizationHybrid ModelsMachine Learning

0 likes · 14 min read

Advertising Creative Optimization Using Hybrid Bandit Models

DataFunTalk

Aug 10, 2021 · Artificial Intelligence

A Comprehensive Review of Industrial-Scale Deep Learning for Click-Through Rate Prediction in Online Advertising

This article provides an extensive retrospective and forward‑looking analysis of the evolution of click‑through‑rate prediction technologies in online advertising, covering shallow‑learning era challenges, the rise of industrial‑scale deep learning, system‑level innovations such as recall, coarse‑ranking, fine‑ranking, bidding, and the emerging co‑design of algorithms, compute, and architecture.

Advertising SystemsAlgorithmic OptimizationCTR prediction

0 likes · 65 min read

A Comprehensive Review of Industrial-Scale Deep Learning for Click-Through Rate Prediction in Online Advertising