Comprehensive Guide · 9 Weeks

Mathematics for
Deep Learning

A week-by-week structured journey from linear algebra and calculus all the way through neural networks, CNNs, optimization, and modern deep learning architectures — with every formula explained.

9
Weeks
50+
Topics
100+
Formulas
Curiosity
Linear Algebra Calculus Probability Gradient Descent Backpropagation Loss Functions Neural Networks Activation Functions CNNs Regularization Optimizers Transformers