A Tensor is a generalization of scalars, vectors, and matrices to higher dimensions. Modern frameworks like TensorFlow and PyTorch revolve around tensor operations, which are efficiently parallelized on GPUs. Tensors store data in the shape (dimensions) needed for neural network computations.