Introduction to JAX: Platform for Accelerated Machine Learning Research

Maria J. Danford

For people, who hear about it for the to start with time, JAX is a software program procedure for superior-effectiveness equipment finding out (HPML) investigate and numerical computing. It is designed on the basis of Python programming language and a widely recognised elementary bundle NumPy which is utilised for scientific […]

For people, who hear about it for the to start with time, JAX is a software program procedure for superior-effectiveness equipment finding out (HPML) investigate and numerical computing. It is designed on the basis of Python programming language and a widely recognised elementary bundle NumPy which is utilised for scientific computing in the Python environment.

JAX brand.

JAX supports the hardware acceleration, just-in-time compiling your very own Python functions, running NumPy programs on various-core GPU/TUP (i.e. graphical and tensor processing models). Many thanks to a subtle framework it provides its customers with the chance to define and manipulate custom made practical transformations, expressing sophisticated algorithms and gaining maximum effectiveness without the need of leaving Python. The array of offered transformations include automated differentiation as perfectly as backpropagation to any purchase, automated vectorized batching, stop-to-stop compilation (by way of XLA), parallelizing around various accelerators, and much more.

The original open up-source launch of JAX was introduced in December 2018 (https://github.com/google/jax).

Below in this video underneath you will hear a quick introduction to JAX and some of its core style and design and operation, function transformations, like a are living demonstration, encouraging new customers to get familiar with the alternatives of its application in superior-effectiveness equipment finding out investigate.


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