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 ...

With Python and NumPy getting lots of exposure lately, I'll show how to use those tools to build a simple feed-forward neural network. Over the past few months, the use of the Python programming ...

Although neural networks have been studied for decades, over the past couple of years there have been many small but significant changes in the default techniques used. For example, ReLU (rectified ...

We’ve put together a guide that breaks down the basics, from what Python is all about to how you can actually start using it.

[153Armstrong] did a short post on how easy it is to generate waveforms using Python. We agree it is simple, but actually, it isn’t so much Python per se, it is some pretty cool libraries (SciPy, in ...

[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 ...

But in many cases, it doesn’t have to be an either/or proposition. Properly optimized, Python applications can run with surprising speed—perhaps not as fast as Java or C, but fast enough for web ...