The first 5 chapters of the Goodfellow deep learning book are a great resource for understanding the probability, linear algebra, optimization, and information

The first 5 chapters of the Goodfellow deep learning book are a great resource for understanding the probability, linear algebra, optimization, and information theory you need to digest deep learning papers.