ELI5: what is analog deep learning? [D]

I just read about the push to develop analog computer chips, eg https://news.mit.edu/2022/analog-deep-learning-ai-computing-0728

But how is analog hardware different from digital, and why specifically would it be better for neural networks? Is it better at matrix multiplication and if so how?

analog digital hardware machinelearning matrix matrix multiplication networks neural networks