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Evolving from Rule-based Classifier: Machine Learning Powered Auto Remediation in Netflix Data…

The Netflix TechBlog

Operational automation–including but not limited to, auto diagnosis, auto remediation, auto configuration, auto tuning, auto scaling, auto debugging, and auto testing–is key to the success of modern data platforms. We have also noted a great potential for further improvement by model tuning (see the section of Rollout in Production).

Tuning 210
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InnoDB Performance Optimization Basics

Percona

Nowadays, solid-state drives (SSDs) or non-volatile memory express (NVMe) drives are preferred over traditional hard disk drives (HDDs) for database servers due to their faster read and write speeds, lower latency, and improved reliability. If you see concurrency issues, you can tune this variable. I hope this helps! and MariaDB 10.5.4

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Software engineering for machine learning: a case study

The Morning Paper

In addition to availability, our respondents focus most heavily on supporting the following data attributes: “accessibility, accuracy, authoritativeness, freshness, latency, structuredness, ontological typing, connectedness, and semantic joinability.”

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What are SLOs? How service-level objectives work with SLIs to deliver on SLAs

Dynatrace

This trains your teams to be proactive in maintaining software quality and saves you money by avoiding downtime. You can set SLOs based on individual indicators, such as batch throughput, request latency, and failures-per-second. How SLOs work. These trends also help you adjust business objectives and SLAs. SLO best practices.

Metrics 180
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A case for managed and model-less inference serving

The Morning Paper

As we saw with the SOAP paper last time out, even with a fixed model variant and hardware there are a lot of different ways to map a training workload over the available hardware. The following figure highlights how just one of these variables, batch size, impacts throughput and latency on ResNet50.

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CDN Web Application Firewall (WAF): Your Shield Against Online Threats

IO River

Two of them are particularly gnarly: fine-tuning rules to perfection and managing a WAF over a multi-CDN architecture. ‍Think of it as the captain of a well-trained squad, each member with a specialized skill set. Let's dive deep into these challenges.‍1.

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CDN Web Application Firewall (WAF): Your Shield Against Online Threats

IO River

Two of them are particularly gnarly: fine-tuning rules to perfection and managing a WAF over a multi-CDN architecture. Think of it as the captain of a well-trained squad, each member with a specialized skill set. Let's dive deep into these challenges.‍1.

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