Recently, I read a new book Deep Learning from Scratch that is for beginner of deep learning. I learnt a lot from this book and also it has a lot of beautiful illustrations to explain the basis knowledge of deep learning.
what you can learn?
-
The foundations and foundamentals of
deep learning -
How to build a
deep learningnetwork from scratch. -
Introduction of other aspects of
deep learning, including:Momentum,Dropout,Learning Rate DecayandWeight Initialization. -
How to implement a
Convolutional Neural Networksfrom scratch. -
How to implement a
Recurrent Neural Networksfrom scratch. -
Using
PyTorchto reimplement all the network models memtioned above
By the way, It is a good book for beginner.