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For your eyes only: improving Netflix video quality with neural networks

The Netflix TechBlog

Recently, we added another powerful tool to our arsenal: neural networks for video downscaling. In this tech blog, we describe how we improved Netflix video quality with neural networks, the challenges we faced and what lies ahead. How can neural networks fit into Netflix video encoding?

Network 300
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Why business resiliency depends on unified observability and security

Dynatrace

The implications of software performance issues and outages have a significantly broader impact than in the past—with the potential to negatively impact revenue, customer experiences, patient outcomes, and, of course, brand reputation. Ideally, resiliency plans would lead to complete prevention.

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Snap: a microkernel approach to host networking

The Morning Paper

Snap: a microkernel approach to host networking Marty et al., This paper describes the networking stack, Snap , that has been running in production at Google for the last three years+. The desire for CPU efficiency and lower latencies is easy to understand. Upgrades are also rolled out progressively across the cluster of course.

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How Our Paths Brought Us to Data and Netflix

The Netflix TechBlog

Over the course of the four years it became clear that I enjoyed combining analytical skills with solving real world problems, so a PhD in Statistics was a natural next step. They are continuously innovating compression algorithms to efficiently send high quality audio and video files to our customers over the internet. benefit more?

Analytics 230
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Forrester Total Economic Impact (TEI) Study: What does it mean for you?

Dynatrace

Some benefits of Dynatrace, like faster DevOps innovation and gained operational efficiency, were quite consistent. Q: How can we enlist the benefits to the customer on different parameters of Infra, application, DB, and network? Of course, if you have any other questions, please reach out to a team member. Watch webinar now!

DevOps 225
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Distributed Algorithms in NoSQL Databases

Highly Scalable

These developments gradually highlight a system of relevant database building blocks with proven practical efficiency. Isolated parts of the database can serve read/write requests in case of network partition. To prevent conflicts, a database must sacrifice availability in case of network partitioning and stop all but one partition.

Database 213
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Carving an AWS certification path

Dynatrace

Not only will they get much more out of the tools they use daily, but they’ll also be able to deliver superior functionality, efficiency, and performance to your customers. In addition, 45% of them have gone on to implement efficiencies in their roles, and 43% reported they were able to do their job more quickly after getting certified.

AWS 207