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Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

Berg , Romain Cledat , Kayla Seeley , Shashank Srikanth , Chaoying Wang , Darin Yu Netflix uses data science and machine learning across all facets of the company, powering a wide range of business applications from our internal infrastructure and content demand modeling to media understanding.

Systems 226
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Designing Instagram

High Scalability

User Feed Service, Media Counter Service) read the actions from the streaming data store and performs their specific tasks. media search index, locations search index, and so forth) in future. When a user requests for feed then there will be two parallel threads involved in fetching the user feeds to optimize for latency.

Design 334
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Migrating Critical Traffic At Scale with No Downtime?—?Part 1

The Netflix TechBlog

The first phase involves validating functional correctness, scalability, and performance concerns and ensuring the new systems’ resilience before the migration. It provides a good read on the availability and latency ranges under different production conditions.

Traffic 339
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An empirical guide to the behavior and use of scalable persistent memory

The Morning Paper

An empirical guide to the behavior and use of scalable persistent memory , Yang et al., higher latency and lower bandwidth)… We have found the actual behavior of Optane DIMMs to be more complicated and nuanced than the "slower, persistent DRAM" label would suggest. The read latency for Optane is 2x-3x higher than DRAM.

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Dynamic Content Vs. Static Content: What Are the Main Differences

IO River

Static content represents fixed web elements like HTML, CSS, JavaScript files, images, and media assets. They cache static content and enable lightning-fast delivery around the globe.This symbiosis reduces server load, boosts loading times, and ensures efficient content distribution. How Can You Boost Website Performance?To

Cache 52
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Dynamic Content Vs. Static Content: What Are the Main Differences

IO River

Static content represents fixed web elements like HTML, CSS, JavaScript files, images, and media assets. They cache static content and enable lightning-fast delivery around the globe.This symbiosis reduces server load, boosts loading times, and ensures efficient content distribution.

Cache 52
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How We Optimized Performance To Serve A Global Audience

Smashing Magazine

You need to watch out for complex design elements, large media files, or slow browser rendering can delay the time it takes for the largest contentful element to render. We realized that we needed to consider a more global and scalable solution to better serve our global audience.