How to Do Mathematics Easily - Intro to Deep Learning #4 - Siraj Raval - 深度學習 Deep Learning 公開課 - Cupoy
Let's learn about some key math concepts behind deep learning shall we? We'll build a 3 layer neural...
Let's learn about some key math concepts behind deep learning shall we? We'll build a 3 layer neural network and dive into some key concepts that makes deep learning give us such incredible results.
Coding challenge for this video:
https://github.com/llSourcell/how_to_...
Jovian's Winning Code:
https://github.com/jovianlin/siraj-in...
Vishal's Runner up Code:
https://github.com/erilyth/DeepLearni...
Linear Algebra cheatsheet:
http://www.souravsengupta.com/cds2016...
Calculus cheatsheet:
http://tutorial.math.lamar.edu/pdf/Ca...
Statistics cheatsheet:
http://web.mit.edu/~csvoss/Public/usa...
And if you have never had experience with any of these 3 and want to learn from absolute scratch, I'd recommend the respective KhanAcademy courses:
https://www.khanacademy.org/math
More Learning Resources:
https://people.ucsc.edu/~praman1/stat...
http://www.vision.jhu.edu/tutorials/I...
http://datascience.ibm.com/blog/the-m...