JAX uses XLA to compile your code on the fly, optimizing it for your specific hardware (CPU, GPU, TPU) for efficient performance. JAX encourages vectorized programming, taking advantage of multi-core processors and vector instructions for faster computations. JAX embraces functional programming concepts, leading to clear, concise, and reusable code. JAX integrates seamlessly with Python and NumPy, making it accessible even for those without extensive experience in other frameworks.

Key features of JAX:

• Differentiate through loops, branches, and recursion for gradient calculations.
• Optimize code for performance across different hardware (CPUs, GPUs, TPUs).
• Open Source.
• Just-in-time (JIT) compilation, for translating Python code to efficient machine code for faster execution.

Follow the steps below to verify the installation of JAX: i) Once you are logged in, update the instance with sudo apt-get update. ii) Change the directory to /root by running ‘sudo su’ and then cd /root. iii) Then activate the virtual environment 'my-env' created to install JAX by running: source my-env/bin/activate iv) To check the version of JAX run: pip show jax (You will see the version as 0.4.24) v) To deactivate the virtual environment run: deactivate

 We at Apps4Rent help you deploy JAX across different operating systems on Azure. Tested by the Apps4rent engineers, JAX on Ubuntu 22.04LTS is supported by Azure cloud infrastructure precisely. In case you have any issues, our Azure experts are available 24/7 via phone, chat, and email. Get in touch today!

Disclaimer: Apps4Rent does not offer commercial licenses of any of the products mentioned above. The products come with open-source licenses. 

Default ports:

• SSH: 22

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