You are challenged to tackle the image classification on the CIFAR-10 dataset with the smallest possible model using NdLinear, link: https://github.com/ensemble-core/NdLinear 

A PyTorch module that replaces the standard linear layer in neural networks.

- Plug-and-play replacement for nn.Linear
- Lightweight, parameter-efficient
- Preserves multivariate structure natively