Essentially, all of the data that enters and propagates through the network is represented by a mathematical structure known as a tensor. This applies to audio data, images, video, and any other data we can think of, to feed our data-hungry network. In mathematics (https://en.wikipedia.org/wiki/Mathematics), a tensor is defined as an abstract and arbitrary geometric (https://en.wikipedia.org/wiki/Geometry) entity that maps aggregations of vectors in a multi-linear (https://en.wikipedia.org/wiki/Linear_map) manner to a resulting tensor. In fact, vectors and scalars are considered simpler forms of tensors. In Python, tensors are defined with three specific properties, as follows:
- Rank: Specifically, this denotes the number axes. A matrix is said to have the rank 2, as it represents a two-dimensional tensor. In Python libraries, this is often indicated as...