Installing cuDNN and CUDA Toolkit on Ubuntu 20.04 for Machine learning tasks

It is always convoluted and challenging to install a CUDA toolkit and library that needs to interact with your NVIDIA GPU on an Ubuntu machine. However, if done right, the CUDA toolkit harnessing your NVIDIA GPU can be a great tool that can harness the power of GPU to produce fast applications. The basic requirement for following instructions in this article is a computer with Ubuntu 20.04 installed with an NVIDIA GPU. In my case, it was NVIDIA GeForce GTX 1650 Ti. Further, at the time of writing this article, I installed the latest version of the CUDA toolkit which was CUDA Toolkit 11.3.