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Hulu Beijing
Hulu Beijing
Aug 19, 2022 · Artificial Intelligence

Disney’s M5 Model: Multi‑Modal, Multi‑Interest, Multi‑Scenario Boost for Streaming Recommendations

Disney’s Content Discovery team introduces M5, a multi‑modal, multi‑interest, multi‑scenario recall model that enhances VOD and live streaming recommendations by leveraging rich metadata, user behavior, and contextual features, outperforming baseline methods with significant hit‑ratio gains across Hulu and Disney+.

M5 modelMulti-ModalStreaming
0 likes · 22 min read
Disney’s M5 Model: Multi‑Modal, Multi‑Interest, Multi‑Scenario Boost for Streaming Recommendations
Hulu Beijing
Hulu Beijing
Jul 21, 2022 · Big Data

How Neutrino Solves Dependency Injection Challenges in Spark Jobs

Neutrino is an open‑source framework that extends traditional Java dependency‑injection containers to Spark’s distributed environment, automatically handling serialization of complex object graphs, propagating identical dependency graphs to workers, and enabling scoped lifecycles without manual code changes.

guice
0 likes · 13 min read
How Neutrino Solves Dependency Injection Challenges in Spark Jobs
Hulu Beijing
Hulu Beijing
Jul 7, 2022 · Big Data

How Hulu Upgraded Hadoop 2.6 to 3.0: Lessons in Compatibility and Migration

This article details Hulu's five‑year journey from Hadoop 2.6 to 3.3.2, covering major feature evolutions, the original cluster architecture, a comprehensive upgrade plan, compatibility challenges across HDFS, YARN, Hive, Spark and Flink, and the testing and rollout strategies that ensured a smooth migration.

Big DataCluster UpgradeCompatibility
0 likes · 17 min read
How Hulu Upgraded Hadoop 2.6 to 3.0: Lessons in Compatibility and Migration
Hulu Beijing
Hulu Beijing
Jun 23, 2022 · Operations

How to Optimize Ad Traffic Allocation with Front‑Load Curves and PID Control

This article explains how to prioritize ad orders, use front‑loading to smooth traffic fluctuations, model delivery constraints with differential equations, and apply PID‑based selection coefficients to achieve efficient, real‑time traffic allocation in streaming advertising systems.

PID controlad allocationalgorithm
0 likes · 13 min read
How to Optimize Ad Traffic Allocation with Front‑Load Curves and PID Control
Hulu Beijing
Hulu Beijing
May 26, 2022 · Artificial Intelligence

Why Vector Retrieval Outperforms Keyword Search for Personalized Video Discovery

This article explains how modern video platforms combine traditional keyword retrieval with deep‑learning‑based vector retrieval, detailing model architectures, attention mechanisms, personalization features, offline experiments, and online A/B results that show significant improvements in recall, relevance, and user experience.

Information Retrievaldeep learningkeyword-search
0 likes · 18 min read
Why Vector Retrieval Outperforms Keyword Search for Personalized Video Discovery
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.

HuluInformation Retrievalmedia streaming
0 likes · 7 min read
How Hulu Optimizes Video Search for TV Remotes and Short Queries
Hulu Beijing
Hulu Beijing
May 6, 2022 · Big Data

Corrected Insights on Hulu/Disney Streaming Ad Targeting Technology

This notice corrects two editorial mistakes in the third part of the Hulu/Disney streaming ad platform series, clarifying demographic targeting methods, algorithmic user attribute inference, and secure data exchange with third‑party DMPs, while apologizing for any inconvenience caused.

Ad TargetingDMPstreaming advertising
0 likes · 3 min read
Corrected Insights on Hulu/Disney Streaming Ad Targeting Technology
Hulu Beijing
Hulu Beijing
Sep 7, 2021 · Fundamentals

Hulu 2022 Campus Recruitment: 5 Algorithmic Challenges with Solutions

This article presents five programming problems from Hulu's 2022 campus recruitment—including particle simulation, Sophie‑N number counting, optimal activity point on a tree, devil‑maze navigation, and non‑intersecting triangles—complete with problem statements, input/output specifications, sample cases, and detailed solution approaches.

algorithmdynamic programminggeometry
0 likes · 18 min read
Hulu 2022 Campus Recruitment: 5 Algorithmic Challenges with Solutions
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