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

The Netflix TechBlog

For example, we invest in next-generation, royalty-free codecs and sophisticated video encoding optimizations. Recently, we added another powerful tool to our arsenal: neural networks for video downscaling. How can neural networks fit into Netflix video encoding? Video encoding using a conventional video codec, like AV1.

Network 292
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How AI and observability help to safeguard government networks from new threats

Dynatrace

By using AIOps to monitor events system-wide, teams can automate an array of common security processes, including application monitoring, threat intelligence analysis, and security incident response. This blog originally appeared in Federal News Network. When we protect our systems, we’re also protecting them.

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Stream logs to Dynatrace with Amazon Data Firehose to boost your cloud-native journey

Dynatrace

Take the example of Amazon Virtual Private Cloud (VPC) flow logs, which provide insights into the IP traffic of your network interfaces. The preferred way is to use a CloudFormation template that streamlines and automates the process. In some deployment scenarios, you might skip CloudWatch altogether.

Cloud 203
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Trace, diagnose, resolve: Introducing the Infrastructure & Operations app for streamlined troubleshooting

Dynatrace

For example, an unnoticed database strain could slow down the response time of a web frontend, resulting in poor user experience. This approach provides an immediate understanding of how entities such as hosts, processes, and their associated relationships contribute to the identified issue.

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Dynatrace strengthens container security across popular cloud-based registries

Dynatrace

Cloud-native CI/CD pipelines and build processes often expose Kubernetes to attack vectors via internet-sourced container images. Incorporating signed Dynatrace containers into your pipeline To enhance security in CI/CD processes, Dynatrace customers can integrate verified Dynatrace container images into their deployment pipelines.

Cloud 212
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Designing Instagram

High Scalability

There are two major processes which gets executed when a user posts a photo on Instagram. Firstly, the synchronous process which is responsible for uploading image content on file storage, persisting the media metadata in graph data-storage, returning the confirmation message to the user and triggering the process to update the user activity.

Design 334
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SIEM Volume Spike Alerts Using ML

DZone

SIEM platforms streamline incident response processes, allowing security teams to respond quickly and effectively to security incidents. For example, in big organizations, the Linux logs may be around 10 billion, and firewall logs may be around five billion per day.

Storage 136