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Lerner?—?using RL agents for test case scheduling

The Netflix TechBlog

We thought that reinforcement learning would be a promising approach that could provide great flexibility in the training process. Likewise it has very low requirements on the initial amount of training data. We wanted the to tool be available as a standalone library as well as scalable API service.

Testing 163
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Sponsored Post: InterviewCamp.io, Scrapinghub, Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

High Scalability

Learn the stuff they don't teach you in the AWS docs. Filter out the distracting hype, and focus on the parts of AWS that you'd be foolish not to use. Learn the Good Parts of AWS. Created by former senior-level AWS engineers of 15 years. Learn how to train interviewers so everyone's on the same page.

Education 100
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What is cloud migration?

Dynatrace

Cloud services platforms like AWS, Azure, and GCP are reshaping how organizations deliver value to their customers, making cloud migration an increasingly attractive option for running applications. Increased scalability. But what does it take to migrate your existing applications to the cloud? Reduced cost.

Cloud 165
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What Adrian Did Next?—?Part 2?—?Sun Microsystems

Adrian Cockcroft

I became the Sun UK local specialist in performance and hardware, and as Sun transitioned from a desktop workstation company to sell high end multiprocessor servers I was helping customers find and fix scalability problems. I had attended these events when I was based in the UK, but became one of the organizers. He hasn’t changed.

Tuning 52
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Stuff The Internet Says On Scalability For November 9th, 2018

High Scalability

You can now train CIFAR10 for just $0.06 That central chip ties together the 7nm CPU chiplets, creating a massively scalable architecture. The R5a, M5a and T3a instances purportedly will offer a 10% price-to-performance advantage over AWS's other cloud instances. and ImageNet for $12.60 (4x less than in April!): [link].

Internet 192
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Stuff The Internet Says On Scalability For August 3rd, 2018

High Scalability

Paco Nathan : Frankly, I’d feel a lot more comfortable sending my kids off to school in a self-driving bus if the machine learning models hadn’t been trained solely by Google’s proprietary data. Use Multi-AZ deployments for High Availability and Read Replica for read scalability. margin over the same period.

Internet 113
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Open-Sourcing Metaflow, a Human-Centric Framework for Data Science

The Netflix TechBlog

On the other hand, very few data scientists feel strongly about the nature of the data warehouse, the compute platform that trains and scores their models, or the workflow scheduler. In this hypothetical example, the flow trains two versions of a model in parallel and chooses the one with the highest score.