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NumPy作为Python数值计算领域的基础框架,凭借其强大的N维数组结构和丰富的函数生态系统,成为科学家、工程师和数据分析师的核心工具。然而,随着计算需求的快速增长,特别是在机器学习和大规模科学模拟领域,NumPy基于CPU的执行模式以及缺乏内置自动微分功能的限制愈发明显。 JAX正是为了解决这些问题而设计的。作为Google Research开发的数值计算库,JAX致力于将NumPy引入现代硬 ...
Python作为一种广泛使用的编程语言,其强大的生态系统离不开众多第三方库的支持。这些库极大地扩展了Python的功能,使其能够应用于各种领域,如数据分析、机器学习、Web开发等。本文将介绍Python开发中十大常用的第三方库,帮助开发者快速上手并提高开发效率。
Libraries are collections of shared code. They're common in Python, where they're also called "modules," but they're also ...
[Zoltán] sends in his very interesting implementation of a NumPy-like library for micropython called ulab. He had a project in MicroPython that needed a very fast FFT on a micro controller, and was ...
Asked on Twitter why a paper is coming out now, 15 years after NumPy's creation, Stefan van der Walt of the University of California at Berkeley's Institute for Data Science, one of the article's ...