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video streaming

106 articles · Page 2 of 2
21CTO
21CTO
Aug 4, 2017 · Artificial Intelligence

AI Behind Hulu's Video Recommendations: From Collaborative Filtering to Neural Nets

In this talk, Hulu’s research director Zhou Hanning explains the key factors influencing recommendation system performance, describes optimization goals, explores collaborative filtering, matrix factorization, and neural‑network approaches—including metadata‑driven transfer learning and cold‑start solutions for live streaming—and shares practical AI implementations that improve user experience and engagement.

AIMetadataRecommendation Systems
0 likes · 10 min read
AI Behind Hulu's Video Recommendations: From Collaborative Filtering to Neural Nets
Architecture Digest
Architecture Digest
Jun 21, 2017 · Backend Development

Optimizing Billion‑Scale Video Playback: Architecture, Bandwidth, Startup, Buffering, and Success‑Rate Improvements

The talk details Tencent's QQ Space video team’s technical practices for scaling daily video playback from 50 million to over a billion views, covering rapid deployment, bandwidth control, H.265 adoption, startup latency reduction, buffering mitigation, and comprehensive success‑rate monitoring across iOS and Android platforms.

Bandwidth ControlH.265large-scale systems
0 likes · 19 min read
Optimizing Billion‑Scale Video Playback: Architecture, Bandwidth, Startup, Buffering, and Success‑Rate Improvements
Hulu Beijing
Hulu Beijing
May 19, 2016 · Backend Development

How Hulu Evolved Its Video Platform Across Three Generations

This article chronicles Hulu's video system evolution from a Flash‑based player to HLS/H264 multi‑platform support and finally to an MPEG‑DASH architecture, detailing technical choices, DRM challenges, workflow simplifications, and the comprehensive backend and monitoring infrastructure that enable seamless multi‑device streaming.

Backend ArchitectureDRMFlash
0 likes · 10 min read
How Hulu Evolved Its Video Platform Across Three Generations
Hulu Beijing
Hulu Beijing
May 18, 2016 · Backend Development

How Hulu Scaled Its Multi‑Device Video Platform with MPEG‑DASH

Presented by Hulu’s senior software development lead, this talk outlines the evolution of Hulu’s full‑platform video system—covering its origins, scaling challenges, multi‑device support, DRM complexities, and the innovative MPEG‑DASH architecture that powers seamless streaming across desktops, mobiles, and living‑room devices.

DRMMPEG-DASHbackend development
0 likes · 9 min read
How Hulu Scaled Its Multi‑Device Video Platform with MPEG‑DASH
21CTO
21CTO
Nov 19, 2015 · Cloud Computing

How Mango TV Built a Hybrid Cloud Platform to Scale Video Services

The article examines how Mango TV leveraged its broadcast assets and a hybrid cloud architecture—combining private and public cloud services, Docker‑based scheduling, Redis‑Cluster, and a custom PaaS called ProjectEru—to support IPTV, OTT, and web content at massive scale while maintaining stability and low operational cost.

Cloud NativeDockerRedis
0 likes · 12 min read
How Mango TV Built a Hybrid Cloud Platform to Scale Video Services