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UV: The Engineering Secrets Behind Python’s Speed King

Xebia

This architecture leads to the slow performance Python developers know too well, where simple operations like creating a virtual environment or installing packages can take seconds or even minutes for complex projects. The same pyproject.toml file will result in identical outcomes, whether you’re running it on Windows, Linux, or macOS.

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Deploy DeepSeek-R1 Distilled Llama models in Amazon Bedrock

AWS Machine Learning - AI

DeepSeek-R1 distilled variations From the foundation of DeepSeek-R1, DeepSeek AI has created a series of distilled models based on both Metas Llama and Qwen architectures, ranging from 1.570 billion parameters. Sufficient local storage space, at least 17 GB for the 8B model or 135 GB for the 70B model. 70B 128K model.

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A Hitchhiker?s Guide to Windows Containers

Linux Academy

This article will give you the full lowdown on Windows Containers, to prepare you to do just that. Why Windows? First, I want to acknowledge that there is a big difference between Linux and Windows containers. So why do we even need Windows containers? Docker on Windows is a port of Docker (not a fork).

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Accelerate AWS Well-Architected reviews with Generative AI

AWS Machine Learning - AI

To achieve these goals, the AWS Well-Architected Framework provides comprehensive guidance for building and improving cloud architectures. The solution incorporates the following key features: Using a Retrieval Augmented Generation (RAG) architecture, the system generates a context-aware detailed assessment.

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How small businesses can develop a technology strategy that leverages AI

CIO

1 IDC, IDC Futurescape: Worldwide Small and Medium-Sized Business 2024 Predictions, October 2023 2 Computerworld, Dell ramps up ‘AI PC’ plans with Latitude and Precision refresh, February 2024 [link] 3 Microsoft, 2024 Work Trend Index Annual Report [link] 4 Copilot in Windows – Timing of feature delivery and availability varies by market and device.

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Video security analysis for privileged access management using generative AI and Amazon Bedrock

AWS Machine Learning - AI

Operating systems like Windows are predominantly interacted with through a graphical user interface, restricting the PAM system to capturing the activity in these privileged access sessions as video recordings of the server console. The Windows Server desktop is displayed. The following are examples: Here is an example.

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Netflix’s Distributed Counter Abstraction

Netflix Tech

After selecting a mode, users can interact with APIs without needing to worry about the underlying storage mechanisms and counting methods. Let’s examine some of the drawbacks of this approach: Lack of Idempotency : There is no idempotency key baked into the storage data-model preventing users from safely retrying requests.

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