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Open-Sourcing a Monitoring GUI for Metaflow

The Netflix TechBlog

Open-Sourcing a Monitoring GUI for Metaflow, Netflix’s ML Platform tl;dr Today, we are open-sourcing a long-awaited GUI for Metaflow. link] Metaflow is a full-stack framework for data science that we started developing at Netflix over four years ago and which we open-sourced in 2019.

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AI Prowess: Harnessing Docker for Streamlined Deployment and Scalability of Machine Learning Applications

DZone

This article proposes a technique using Docker, an open-source platform designed to automate application deployment, scaling, and management, as a solution to these challenges. The proposed methodology encapsulates the ML models and their environment into a standardized Docker container unit. What Is Docker?

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Why applying chaos engineering to data-intensive applications matters

Dynatrace

This high level of abstraction is provided by industry-grade, open source stream processing frameworks such as Kafka Streams , Apache Flink , and Spark Structured Streaming. Stream processing systems, designed for continuous, low-latency processing, demand swift recovery mechanisms to tolerate and mitigate failures effectively.

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

The Netflix TechBlog

Bitrate versus quality comparison HDR-VMAF is designed to be format-agnostic — it measures the perceptual quality of HDR video signal regardless of its container format, for example, Dolby Vision or HDR10. We present two sets. On the other hand, the optimized ladder presents a sharper increase in quality with increasing bitrate.

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RSA guide 2024: AI and security are top concerns for organizations in every industry

Dynatrace

At this year’s RSA conference, taking place in San Francisco from May 6-9, presenters will explore ideas such as redefining security in the age of AI. Attendees will seek answers to two crucial questions: ‘How secure are we?’ ’ and ‘How compliant are we? Cloud application security is crucial to every organization.

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Weekend Reading: Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases.

All Things Distributed

They would love to migrate to an open-source style database like MySQL or PostgresSQL if only such a database could meet the enterprise-grade reliability and performance these high-scale applications required. In this paper, we describe the architecture of Aurora and the design considerations leading to that architecture.

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Top UI Automation Tools You Should Try

DZone

As applications are designed and developed for varied platforms, spanning mobile, desktop, and cloud, testing user interfaces has turned into an increasingly complicated and risk-prone job. 75% of all site traffic at present mainly runs through search engine-Google. Statistics Overview. billion Smartphone users.