This repository contains all the materials of the Machine Learning course that is held in Faculty of Computers and Information Sciences - Ain Shams University. Provided by acmASCIS Student Chapter.
In general, the sessions content is a hybrid between 3 popular machine learning courses and 1 book.
The first one is Andrew Ng's course https://www.coursera.org/learn/machine-learning
The second one is Geoffery Hinton's Neural Networks course https://www.coursera.org/learn/neural-networks
The third one is Google's course on Udacity https://www.udacity.com/course/deep-learning--ud730
Finally, the book is MIT's Deep Learning book http://www.deeplearningbook.org/ . You can check the book chapters in HTML
It was just introduction. You can just read this http://blog.hackerearth.com/explaining-basics-of-machine-le… and the presentation
https://www.youtube.com/watch?v=kHwlB_j7Hkc
https://www.youtube.com/watch?v=yuH4iRcggMw
https://www.youtube.com/watch?v=yR2ipCoFvNo
https://www.youtube.com/watch?v=0kns1gXLYg4
https://www.youtube.com/watch?v=F6GSRDoB-Cg
https://www.youtube.com/watch?v=YovTqTY-PYY
https://www.youtube.com/watch?v=GtSf2T6Co80
https://www.youtube.com/watch?v=OS7KXu0447I
https://www.youtube.com/watch?v=-la3q9d7AKQs
https://www.youtube.com/watch?v=t1IT5hZfS48
https://www.youtube.com/watch?v=F_VG4LNjZZw
https://www.youtube.com/watch?v=HIQlmHxI6-0
https://www.youtube.com/watch?v=TTdcc21Ko9A
https://www.youtube.com/watch?v=6vO3DVJlsK4
https://www.youtube.com/watch?v=-EIfb6vFJzc
For Softmax regression: http://ufldl.stanford.edu/wiki/index.php/Softmax_Regression