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How To Benchmark the End-to-End Performance of Different I/O Solutions for Model Training

DZone

This blog will demonstrate how to set up and benchmark the end-to-end performance of the training process. Architecture. The typical process of using Alluxio to accelerate machine learning and deep learning training includes the following three steps:

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Benchmark Netifi RSocket Broker on Alibaba Cloud

DZone

Recently there has been some discussions around service mesh benchmark tests. In a microservice architecture, this feature is more important than ever before. We are evaluating Netifi RSocket broker, and I think it would be nice to get a sense on the performance of RSocket broker using the same Istio setup.

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Implementing service-level objectives to improve software quality

Dynatrace

As more organizations embrace microservices-based architecture to deliver goods and services digitally, maintaining customer satisfaction has become exponentially more challenging. Instead, they can ensure that services comport with the pre-established benchmarks. SLOs improve software quality.

Software 265
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Measuring the importance of data quality to causal AI success

Dynatrace

Additionally, teams should perform continuous audits to evaluate data against benchmarks and implement best practices for ensuring data quality. Modern, cloud-native architectures have many moving parts, and identifying them all is a daunting task with human effort alone.

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What is application modernization? How to pick an application modernization strategy

Dynatrace

According to IBM , application modernization takes existing legacy applications and modernizes their platform infrastructure, internal architecture, or features. Document and benchmark existing applications, processes, and services. Why should organizations modernize applications? However, each modernization effort is different.

Strategy 228
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What is FinOps? How to keep cloud spend in check

Dynatrace

Spiraling cloud architecture and application costs have driven the need for new approaches to cloud spend. Additionally, include benchmarks for stakeholders and best practices that support the anticipated growth of the organization as a whole. Further, a Flexera report found that small to medium-sized businesses spend approximately $1.2

Cloud 197
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Detecting Speech and Music in Audio Content

The Netflix TechBlog

To evaluate and benchmark our dataset, we manually labeled 20 audio tracks from various TV shows which do not overlap with our training data. We adapted the SOTA convolutional recurrent neural network ( CRNN ) architecture to accommodate our requirements for input/output dimensionality and model complexity.