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-learning-algorithms-applications 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
https://www.youtube.com/watch?v=l0foB9mUrc4
https://www.youtube.com/watch?v=YRMvQuutgS8
https://www.youtube.com/watch?v=0T57_yjjB58
https://www.youtube.com/watch?v=d6nFTN081S8
https://www.youtube.com/watch?v=mI6jTc-8sUY
https://www.youtube.com/watch?v=Q0mTl9dQ4_I
https://www.youtube.com/watch?v=tIovUOirJkE
https://www.youtube.com/watch?v=Z8jzCvb62e8
https://www.youtube.com/watch?v=LOc_y67AzCA
https://www.youtube.com/watch?v=vlSI79ringA
Original Paper: https://arxiv.org/pdf/1310.4546.pdf
https://www.youtube.com/watch?v=ERibwqs9p38
Data Standardization & Cross Entropy: https://ahmedhanibrahim.wordpress.com/2014/10/10/data-normalization-and-standardization-for-neural-networks-output-classification/
https://www.youtube.com/watch?v=_Ex1Ur85AVs
https://www.youtube.com/watch?v=ARQ6PZh8vgE
http://ufldl.stanford.edu/tutorial/unsupervised/Autoencoders/
http://www.deeplearningbook.org/contents/autoencoders.html
http://deeplearning.net/tutorial/dA.html
Overfitting and Underfitting: https://www.youtube.com/watch?v=j9_yzC-x-js
