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Data Reprocessing Pipeline in Asset Management Platform @Netflix

The Netflix TechBlog

By Meenakshi Jindal Overview At Netflix, we built the asset management platform (AMP) as a centralized service to organize, store and discover the digital media assets created during the movie production. Cassandra Table Design Based on the asset type, first time buckets are fetched which depends on the creation time of assets.

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Scalable Annotation Service?—?Marken

The Netflix TechBlog

Our team, Asset Management Platform, owns a different service that has a json based DSL to describe the schema of a media asset. We have several ML algorithms which scan Netflix media assets (images and videos) and create very interesting data for example identifying characters in frames or identifying match cuts.

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Bringing AV1 Streaming to Netflix Members’ TVs

The Netflix TechBlog

by Liwei Guo , Ashwin Kumar Gopi Valliammal , Raymond Tam , Chris Pham , Agata Opalach , Weibo Ni AV1 is the first high-efficiency video codec format with a royalty-free license from Alliance of Open Media (AOMedia), made possible by wide-ranging industry commitment of expertise and resources. Some titles (e.g.,

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AI’s ‘SolarWinds Moment’ Will Occur; It’s Just a Matter of When

O'Reilly

You should not face discrimination by algorithms and systems should be used and designed in an equitable way. An outcomes-based strategy would look at the impact of an AI or ML solution on specific categories and subgroups of stakeholders. Public perception of AI is very different from public perception of social media.

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Update of our SSO services incident

Dynatrace

Here’s the update: Improve architectural design to eliminate SSO bottleneck risk [In progress] Security and access are critical aspects of our architecture, and as such, there are many areas we’re looking to improve. This includes email, a phone number (or click-to-talk), and even social media such as Twitter. Hopefully never.)

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Why growing AI adoption requires an AI observability strategy

Dynatrace

An AI observability strategy—which monitors IT system performance and costs—may help organizations achieve that balance. They can do so by establishing a solid FinOps strategy. This optimizes costs by enabling organizations to use dynamic infrastructure to run AI applications instead of designing for peak load.

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Machine Learning for Fraud Detection in Streaming Services

The Netflix TechBlog

We present a systematic overview of the unexpected streaming behaviors together with a set of model-based and data-driven anomaly detection strategies to identify them. DRM is a collection of access control technologies that are used for protecting the copyrights of digital media such as movies and music tracks.

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