Deep Learning Specialization   Deep Learning Resources

Forward propagation, backward propagation, various activation functions, various cost functions, vectorization… :exploding_head: Would you like to read my derivation of the mathematics behind feedforward neural networ…

Lecture notes of the C2 - Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization of the Deep Learning Specialisation. Note: These slides haven’t been maintained, and that you might find m…

Lecture notes of the C5 - Sequence Models of the Deep Learning Specialisation. Note: These slides haven’t been maintained, and that you might find missing topics and incorrect information in them, as opposed to lecture …

Lecture notes of the C4 - Convolutional Neural Networks of the Deep Learning Specialisation. Note: These slides haven’t been maintained, and that you might find missing topics and incorrect information in them, as oppos…

Lecture notes of the C3 - Structuring Machine Learning Projects of the Deep Learning Specialisation. Note: These slides haven’t been maintained, and that you might find missing topics and incorrect information in them, …

Lecture notes of the C1 - Neural Networks and Deep Learning of the Deep Learning Specialisation. Note: These slides haven’t been maintained, and that you might find missing topics and incorrect information in them, as o…

If you are interested in finding some textbooks either as an accompaniment to this course or as a way to dig deeper, here are some suggestions: François Chollet’s Deep Learning with Python is a good beginner-level book,…