BestHub
Sign in
Tagged articles
17 articles
Page 1 of 1
Hulu Beijing
Hulu Beijing
Mar 16, 2023 · Artificial Intelligence

Inside Hulu’s Distributed Training Platform: Architecture, Challenges, and Solutions

This article explores Hulu’s five‑year‑old machine‑learning training platform, detailing its three‑layer architecture, the shift from single‑node to distributed training, and the technical solutions—including parameter servers, Ring AllReduce, Kubernetes, Volcano, and Horovod—that enable scalable AI workloads across GPU, CPU, and storage resources.

AI InfrastructureDistributed TrainingHulu
0 likes · 13 min read
Inside Hulu’s Distributed Training Platform: Architecture, Challenges, and Solutions
Hulu Beijing
Hulu Beijing
Feb 14, 2023 · Operations

How Hulu Scaled Its Live Streaming for the Super Bowl: Inside the War Room

This article details how Hulu's Beijing engineering teams prepared, scaled, and operated the live streaming infrastructure for the 2024 Super Bowl, handling a 20% traffic surge with advanced load‑testing, auto‑scaling, and coordinated on‑call support to ensure a flawless broadcast.

HuluOperationsSuper Bowl
0 likes · 3 min read
How Hulu Scaled Its Live Streaming for the Super Bowl: Inside the War Room
Hulu Beijing
Hulu Beijing
Sep 2, 2022 · Artificial Intelligence

How Hulu Eliminated Feature Drift with Server‑Side Feature Logging

This article explains Hulu's server‑side feature logging system that aligns online and offline recommendation features, measures and mitigates feature drift caused by data source, timing, and code differences, and improves model performance while reducing resource consumption.

Hulufeature driftfeature logging
0 likes · 17 min read
How Hulu Eliminated Feature Drift with Server‑Side Feature Logging
Hulu Beijing
Hulu Beijing
May 18, 2022 · Artificial Intelligence

How Hulu Optimizes Video Search for TV Remotes and Short Queries

This article examines Hulu's video search engine, highlighting challenges such as ensuring relevance beyond text matching, handling ultra‑short queries on TV remotes, addressing content gaps, and integrating AI‑driven query understanding, retrieval, and ranking to improve user experience.

HuluQuery Understandinginformation retrieval
0 likes · 7 min read
How Hulu Optimizes Video Search for TV Remotes and Short Queries
DataFunTalk
DataFunTalk
Jan 29, 2021 · Artificial Intelligence

Content Embedding Practices and Challenges at Hulu

This article presents Hulu's multi‑layered approach to content understanding and embedding, describing tag‑based graph embeddings, metadata‑BERT enhancements, multimodal video/audio feature aggregation, and various applications such as similarity search, ranking, cold‑start retrieval, and collection modeling, while also discussing current limitations and open research questions.

HuluRecommendation Systemscontent embedding
0 likes · 12 min read
Content Embedding Practices and Challenges at Hulu
Hulu Beijing
Hulu Beijing
Jan 25, 2021 · Product Management

What Hulu’s Generation Stream Study Reveals About the Next‑Gen TV Audience

Hulu’s Generation Stream study, conducted with Culture Co‑Op and industry experts, surveyed 2,500 U.S. viewers aged 13‑54, revealing that 90% watch TV via streaming, identifying three audience segments—‘Stream Most’, ‘Stream Only’, and ‘Stream Also’—and highlighting how streaming reshapes viewing habits and content expectations.

Generation StreamHuluStreaming
0 likes · 6 min read
What Hulu’s Generation Stream Study Reveals About the Next‑Gen TV Audience
DataFunTalk
DataFunTalk
Jul 26, 2019 · Artificial Intelligence

Hulu’s Video Content Understanding: Challenges, Practices, and Applications

This article summarizes Hulu Chief Research Officer Xie Xiaohui’s presentation on why video content understanding is essential, the technical challenges involved, and Hulu’s end‑to‑end solutions—including fine‑grained segmentation, logo and subtitle detection, automated pipelines, tagging taxonomy, content generation, and vector embeddings—to improve recommendation, advertising, and search for massive video libraries.

Huluaicontent tagging
0 likes · 14 min read
Hulu’s Video Content Understanding: Challenges, Practices, and Applications
DataFunTalk
DataFunTalk
Feb 25, 2019 · Artificial Intelligence

NLP Research and Practice at Hulu: From Historical Milestones to Product Development

This article recounts a Hulu NLP research engineer's experience, reviewing key milestones such as NNLM, Word2vec, Transformer and BERT, and then contrasting academic research with product development while illustrating real-world projects like news personalization and content embedding, and describing the supporting AI platform architecture.

BERTHuluNLP
0 likes · 23 min read
NLP Research and Practice at Hulu: From Historical Milestones to Product Development
DataFunTalk
DataFunTalk
Feb 18, 2019 · Big Data

Hulu’s Big Data Architecture and Sophon OLAP Cache Layer Overview

This article presents an in‑depth overview of Hulu’s big‑data platform, detailing its multi‑layer architecture, the design and functionality of the Sophon OLAP cache layer, and how Impala is employed for high‑performance query processing and integration with cloud‑native engines.

Data ArchitectureHuluImpala
0 likes · 16 min read
Hulu’s Big Data Architecture and Sophon OLAP Cache Layer Overview
Hulu Beijing
Hulu Beijing
Oct 12, 2018 · Artificial Intelligence

How Hulu Boosted Recommendation Diversity with Determinantal Point Processes

This article explains how Hulu tackled the trade‑off between accuracy and diversity in its massive video recommendation system by applying Determinantal Point Processes and an efficient incremental greedy algorithm, achieving 100× speed‑ups without sacrificing recommendation quality.

DiversityHuluRecommendation Systems
0 likes · 7 min read
How Hulu Boosted Recommendation Diversity with Determinantal Point Processes
Hulu Beijing
Hulu Beijing
Oct 10, 2018 · Fundamentals

Hulu’s Tech Director Reveals How to Master Video Codec Evaluation and MSU Benchmarks

In this interview, Hulu’s technology director Frank Lan explains Hulu’s proprietary video codec testing process, evaluates the authority of MSU’s annual codec benchmark, offers practical advice for interpreting MSU reports, and discusses the rise of domestic Chinese codec providers and the scarcity of other neutral evaluation platforms.

HuluMSU benchmarkcodec evaluation
0 likes · 7 min read
Hulu’s Tech Director Reveals How to Master Video Codec Evaluation and MSU Benchmarks
Hulu Beijing
Hulu Beijing
Jun 8, 2018 · Artificial Intelligence

How Hulu Leverages AI for Video Recommendation, Content Understanding, and Ads

The article reviews Hulu’s 2018 iQIYI keynote on AI video applications, detailing how AI drives personalized recommendations, content analysis through computer vision and NLP, ad targeting across visual, linguistic, and semantic layers, and outlines the platform’s machine‑learning architecture and future directions.

Huluaicontent understanding
0 likes · 6 min read
How Hulu Leverages AI for Video Recommendation, Content Understanding, and Ads
Meitu Technology
Meitu Technology
Jul 27, 2017 · Backend Development

Evolution and Practice of Hulu High-Definition Live Streaming System Architecture

Hulu rebuilt its live‑streaming platform using lessons from its high‑definition VOD service, adopting a DASH‑centric architecture that delivers high‑definition, low‑latency video across mobile and living‑room devices, and showcases design contrasts with domestic solutions to broaden streaming system design perspectives.

DASHHuluSystem Architecture
0 likes · 2 min read
Evolution and Practice of Hulu High-Definition Live Streaming System Architecture
Hulu Beijing
Hulu Beijing
Jun 6, 2017 · Backend Development

How Hulu Built a Scalable, High‑Quality Live‑Streaming Platform with DASH

This article outlines Hulu's chief software architect Li Bin's 2017 Global Architect Summit talk, covering the design, scalability, low‑latency, and high‑definition live‑streaming system built on DASH, its architecture differences from traditional IPTV, and practical lessons for engineers.

DASHHuluScalability
0 likes · 4 min read
How Hulu Built a Scalable, High‑Quality Live‑Streaming Platform with DASH
Hulu Beijing
Hulu Beijing
Apr 18, 2017 · Operations

How Hulu Scales Live Streaming: Challenges and Key Technologies

The article details Hulu's evolution from a simple web video service to a multi‑device platform, highlighting the scalability, micro‑service architecture, DASH streaming, and comprehensive quality monitoring that enable consistent live streaming experiences across diverse US devices.

DASHHuluMicroservices
0 likes · 6 min read
How Hulu Scales Live Streaming: Challenges and Key Technologies
Hulu Beijing
Hulu Beijing
Dec 4, 2015 · Backend Development

How Hulu Cut CDN Costs and Boosted Playback with MPEG‑DASH

Hulu adopted the MPEG‑DASH standard to unify video delivery across devices, dramatically lowering CDN expenses while enabling dynamic adaptation to user bandwidth and improving overall streaming quality, as detailed in a case study presented at the Top 100 Summit.

CDN optimizationHuluMPEG-DASH
0 likes · 4 min read
How Hulu Cut CDN Costs and Boosted Playback with MPEG‑DASH