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What is serverless computing? Driving efficiency without sacrificing observability

Dynatrace

VMware commercialized the idea of virtual machines, and cloud providers embraced the same concept with services like Amazon EC2, Google Compute, and Azure virtual machines. REST APIs, authentication, databases, email, and video processing all have a home on serverless platforms. Services scale to meet demand.

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ChatGPT, Author of The Quixote

O'Reilly

And the space is moving quickly: SORA , OpenAI’s text-to-video model, is yet to be released and has already taken the world by storm. 3 Platforms such as Google have inserted themselves as middlemen between producers and consumers in a manner that has killed the business models of many of the content producers.

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AI Has an Uber Problem

O'Reilly

Google raised only $36 million in venture capital on its way to dominance. Others had already deployed the capital to build much of the infrastructure for ride-hailing—GPS satellites and GPS-enabled smartphones. In the case of artificial intelligence, training large models is indeed expensive, requiring large capital investments.

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A 5G future

O'Reilly

I don’t need more bandwidth for video conferences or movies, but I would like to be able to download operating system updates and other large items in seconds rather than minutes. We’ve seen the reaction to news that Amazon’s Echo and Google Home send recordings of conversations back to the server. I have 30 or 40 GB of photos.

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Generative AI in the Enterprise

O'Reilly

Even with cloud-based foundation models like GPT-4, which eliminate the need to develop your own model or provide your own infrastructure, fine-tuning a model for any particular use case is still a major undertaking. of users) report that “infrastructure issues” are an issue. We’ll say more about this later.) of nonusers, 5.4%

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Structural Evolutions in Data

O'Reilly

Plus there was all of the infrastructure to push data into the cluster in the first place. And that brings our story to the present day: Stage 3: Neural networks High-end video games required high-end video cards. Google goes a step further in offering compute instances with its specialized TPU hardware.

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Communal Computing

O'Reilly

We need a new paradigm for the future of technical infrastructure for our homes and offices. Smart screen makers like Amazon and Google continue to make small changes to try to fix the weirdness. Our home infrastructure was originally communal. It isn’t just adding the ability for people to switch accounts. The Wrong Model.

IoT 90