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CUDA

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Kubeflow

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CUDA vs Kubeflow: What are the differences?

What is CUDA? It provides everything you need to develop GPU-accelerated applications. A parallel computing platform and application programming interface model,it enables developers to speed up compute-intensive applications by harnessing the power of GPUs for the parallelizable part of the computation.

What is Kubeflow? Machine Learning Toolkit for Kubernetes. The Kubeflow project is dedicated to making Machine Learning on Kubernetes easy, portable and scalable by providing a straightforward way for spinning up best of breed OSS solutions.

CUDA and Kubeflow belong to "Machine Learning Tools" category of the tech stack.

Kubeflow is an open source tool with 7.23K GitHub stars and 1.08K GitHub forks. Here's a link to Kubeflow's open source repository on GitHub.

Cruise, Replica Labs, and Enthusiasts First are some of the popular companies that use CUDA, whereas Kubeflow is used by Eliiza, Hepsiburada, and Big Insight. CUDA has a broader approval, being mentioned in 13 company stacks & 13 developers stacks; compared to Kubeflow, which is listed in 3 company stacks and 8 developer stacks.

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    What is CUDA?

    A parallel computing platform and application programming interface model,it enables developers to speed up compute-intensive applications by harnessing the power of GPUs for the parallelizable part of the computation.

    What is Kubeflow?

    The Kubeflow project is dedicated to making Machine Learning on Kubernetes easy, portable and scalable by providing a straightforward way for spinning up best of breed OSS solutions.

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    What companies use CUDA?
    What companies use Kubeflow?
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    What tools integrate with CUDA?
    What tools integrate with Kubeflow?

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    What are some alternatives to CUDA and Kubeflow?
    OpenCL
    It is the open, royalty-free standard for cross-platform, parallel programming of diverse processors found in personal computers, servers, mobile devices and embedded platforms. It greatly improves the speed and responsiveness of a wide spectrum of applications in numerous market categories including gaming and entertainment titles, scientific and medical software, professional creative tools, vision processing, and neural network training and inferencing.
    OpenGL
    It is a cross-language, cross-platform application programming interface for rendering 2D and 3D vector graphics. The API is typically used to interact with a graphics processing unit, to achieve hardware-accelerated rendering.
    TensorFlow
    TensorFlow is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API.
    JavaScript
    JavaScript is most known as the scripting language for Web pages, but used in many non-browser environments as well such as node.js or Apache CouchDB. It is a prototype-based, multi-paradigm scripting language that is dynamic,and supports object-oriented, imperative, and functional programming styles.
    Git
    Git is a free and open source distributed version control system designed to handle everything from small to very large projects with speed and efficiency.
    See all alternatives