These notes follows the CUHK deep learing course ELEG5491: Introduction to Deep Learning.
For concerns/bugs, please contact Hongyang Li in general or resort to the specific author in each note.
We encourage the use of the hypothes.is extension to annote comments and discuss these notes inline.
Lecture Notes
Machine Learning Basics
Cross entropy, generalization, overfit/underfit
Guest Notes
Supp Notes for Tutorial
Large-scale deep learning system and GPU programming
Spark, multi-GPU, parallel system
Spring 2017 Assignments


The course focuses on the knowledge of deep learning and its applications (mainly) to computer vison. For the general audience, we suggest some good resources below.

Courses:
Textbooks:
Misc:
Reading list:
'Awesome paper' readling list hosted on GitHub.