I work with scientific data but have to say I have a very shallow math background and also forgotten most what I learnt at school/uni. However whenever I click open the source for scikit-learn / high level code published in papers I see SVD. A lot of the scenarios in biology have been abstracted to be matrix manipulation which is fascinating and I really need to learn.