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Scalars, Vectors, Matrices and Tensors Explained

A scalar is a single number, a vector an ordered list of numbers, a matrix a two-dimensional table and a tensor the generalisation to any number of dimensions. In a neural network the data enters as vectors and the weights form matrices, so every layer computes z = Wx + b by combining the two.