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Machine Learning for Fraud Detection in Streaming Services

The Netflix TechBlog

By Soheil Esmaeilzadeh , Negin Salajegheh , Amir Ziai , Jeff Boote Introduction Streaming services serve content to millions of users all over the world. These services allow users to stream or download content across a broad category of devices including mobile phones, laptops, and televisions.

C++ 312
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How To Implement Video Information and Editing APIs in Java

DZone

In the past 15+ years, online video traffic has experienced a dramatic boom utterly unmatched by any other form of content. A proportionate level of demand for video content was (probably) always there, but the willingness to pause videos and sit through long, frustrating video buffer times certainly put a dent in that demand.

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All of Netflix’s HDR video streaming is now dynamically optimized

The Netflix TechBlog

Separately, our invention of Dynamically Optimized ( DO ) encoding helps achieve optimized bitrate-quality tradeoffs depending on the complexity of the content. Prior to that, we were using a fixed ladder with predetermined bitrates — regardless of content characteristics — for HDR video streaming.

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Don't rely on end-to-end tests: design for failure instead.

DZone

The first category would fall under integration testing, and you definitely need that. A scheduled process downloads this file daily and compares if the MD5 digest of the content differs from the last processed run. Since external dependencies are unreliable by nature you would think they also merit very thorough testing.

Design 193
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Dynatrace named a Leader in 2022 Gartner® Magic Quadrant™ for APM and Observability, received highest scores in 4 of 6 use cases in the Critical Capabilities for APM and Observability

Dynatrace

” This is the first year in which Gartner has expanded the scope of this category to include not only APM but also observability, illustrating the maturation of cloud observability as a discipline.

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Implementing AWS well-architected pillars with automated workflows

Dynatrace

FLOAT:responsetime " | filter isNotNull(responsetime) | summarize avg(responsetime) // in milliseconds If the SLO specified below is not met, you can try reducing the size of the disk and then validating the same objective under the performance efficiency validation pillar.

AWS 246
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AI Has an Uber Problem

O'Reilly

OpenAI, for example, has trained not just on publicly available data but reportedly on copyrighted content retrieved from pirate sites. Meanwhile, the largest models’ absorption of all content into “ the Borg ” of AI data will eliminate opportunities for the owners of specialized content repositories to profit from their own work.