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Alipay: Large-Scale Model Training on Billions of Files

DZone

With the exponential growth of data, we create and optimize infrastructure that enables large-scale model training and overcomes the performance bottleneck while reducing the cost of data storage and computation. The group owns the world’s largest mobile payment platform Alipay, which serves over 1.3

Storage 223
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Getting Hands-on Training into more hands in 2021

Dynatrace

And we know as well as anyone: the need for fast transformations drives amazing flexibility and innovation, which is why we took Perform Hands-on Training (HOT) virtual for 2021. Taking training sessions online this year lets us provide more instructor-led sessions over more days and times than ever before.

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Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

Berg , Romain Cledat , Kayla Seeley , Shashank Srikanth , Chaoying Wang , Darin Yu Netflix uses data science and machine learning across all facets of the company, powering a wide range of business applications from our internal infrastructure and content demand modeling to media understanding.

Systems 226
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Dynatrace accelerates business transformation with new AI observability solution

Dynatrace

This blog post explores how AI observability enables organizations to predict and control costs, performance, and data reliability. Augmenting LLM input in this way reduces apparent knowledge gaps in the training data and limits AI hallucinations. RAG augments user prompts with relevant data retrieved from outside the LLM.

Cache 204
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Why growing AI adoption requires an AI observability strategy

Dynatrace

An AI observability strategy—which monitors IT system performance and costs—may help organizations achieve that balance. Training AI data is resource-intensive and costly, again, because of increased computational and storage requirements. AI performs frequent data transfers. Continuously monitor AI models’ performance.

Strategy 221
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AWS and Dynatrace automation hit the jackpot at Perform Las Vegas

Dynatrace

Well, that’s exactly what the Dynatrace University team did to support Dynatrace’s hands-on training (HoT) days at Dynatrace’s annual user conference Perform in Las Vegas. The Dynatrace dashboard below that shows the thousands of EC2 instances coming up and then being removed at the close of the training. Quite impressive!

AWS 165
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Cloud cost optimization: Dynatrace helps organizations manage cloud cost

Dynatrace

For example, a CNBC report found that training just one LLM can cost millions of dollars, and then millions more to update. Bernd Greifeneder, Dynatrace founder and CTO, acknowledged in his opening remarks at Dynatrace Perform 2024 that even his team suffers from tool sprawl. We can’t risk the stability or performance of the services.”

Cloud 210