ML Course 2019

Practical Deep Learning

Course Lectures: Eilam Gross

Tutorials: Sanmay Ganguly, Jonathan Shlomi, Michael Pitt

Github page of the course : https://github.com/WeizmannML/course2019

Course Lectures and Tutorials
Date Lecture   Tutorial  
27/3/2019 Introduction slides Classification of Airplanes

Jonathan slides (Homework),

Sanmay Slides

 
3/4/2019 Gradient Descent and Backpropagation slides Building models,  HiggsML dataset slides
 
10/4/2019 ConvNet slides ConvNet using pytorch

dataset 

 
17/04/2019 ConvNet Architectures slides Optimization slides
1/05/2019 RNN slides RNN and data loading

slides

notebooks
15/05/2019 Graph NN slides Graph NN

slides

notebook
22/05/2019 Unsupervised Learning:
Auto Encoders		 slides Unsupervised Learning: PCA, Clustering

clustering

`VAE

notebooks
29/05/2019 GAN  Slides 

Graphs Generation

Boltzmann Machines

generative model of graphs

Boltzmann machines
12/06/2019 Detection and Segmentation slides Segmentation & UNet

notebooks
19/06/2019 Deep Reinforcement Learning slides DQN and policy gradients

slides

Homework 7 notebook

DQN notebook

Policy Gradient notebook
26/06/2019 DEEPFAKES

slides

The technology behind fake news

 tutorial summary slides
03/07/2019 Guest Lecturer/ Projects      
10/07/2019 Projects      

 

 

General discussion

New topic
Topic / Topic starter Replies Last postsort ascending
Normal topic Homework 7 posted
by Jonathan Shlomi » Tue, 06/25/2019 - 12:47 		0
 by Jonathan Shlomi
Tue, 06/25/2019 - 12:47
Normal topic office hours on monday June 10th
by Jonathan Shlomi » Mon, 06/10/2019 - 10:51 		0
 by Jonathan Shlomi
Mon, 06/10/2019 - 10:51
Normal topic Ex5 - creating dataset and databunch
by Ori Grossman » Mon, 06/03/2019 - 12:49 		1
 by Jonathan Shlomi
Mon, 06/10/2019 - 10:49
Normal topic No office hours this week
by Jonathan Shlomi » Mon, 06/03/2019 - 08:56 		0
 by Jonathan Shlomi
Mon, 06/03/2019 - 08:56
Normal topic Homework Submission - please check you are on the list
by Jonathan Shlomi » Wed, 04/17/2019 - 13:00 		1
 by Jonathan Shlomi
Wed, 05/29/2019 - 10:20
Normal topic Updated homework 5 posted
by Sanmay Ganguly » Mon, 05/20/2019 - 12:13 		0
 by Sanmay Ganguly
Mon, 05/20/2019 - 12:13
Normal topic Homework 5 postponed
by Sanmay Ganguly » Thu, 05/16/2019 - 16:46 		0
 by Sanmay Ganguly
Thu, 05/16/2019 - 16:46
Normal topic additional office hours on monday
by Jonathan Shlomi » Mon, 05/13/2019 - 09:51 		0
 by Jonathan Shlomi
Mon, 05/13/2019 - 09:51
Normal topic Problem uploading "bouncing ball"
by Omri Goldberg » Sun, 05/05/2019 - 10:50 		3
 by Omri Goldberg
Mon, 05/06/2019 - 13:18
Normal topic Problem with tutorial 3 code
by Michal Hartstein » Thu, 04/18/2019 - 18:29 		5
 by Jonathan Shlomi
Sun, 05/05/2019 - 21:50
Normal topic BigCats dataset size
by Stav Nahum » Sat, 04/27/2019 - 13:52 		2
 by Jonathan Shlomi
Sun, 04/28/2019 - 12:18
Normal topic Error loading folders from google drive
by Jan Kadlec » Fri, 04/12/2019 - 19:58 		6
 by Jan Kadlec
Mon, 04/22/2019 - 13:02
Normal topic Tutorial3 dataset available through google drive
by Sanmay Ganguly » Wed, 04/17/2019 - 16:34 		0
 by Sanmay Ganguly
Wed, 04/17/2019 - 16:34
Normal topic Corrections and updates regarding HW2
by Jonathan Shlomi » Thu, 04/11/2019 - 14:57 		3
 by Anton Charkin-G...
Sun, 04/14/2019 - 18:21
Normal topic Welcome to ML course forum
by Eilam Gross » Tue, 04/02/2019 - 09:06 		1
 by Stav Nahum
Sun, 04/14/2019 - 12:19
Normal topic Working w IDE on gcp
by Stav Nahum » Sun, 04/14/2019 - 12:18 		0
 by Stav Nahum
Sun, 04/14/2019 - 12:18
Normal topic Additional office hours on monday morning (April 15th)
by Jonathan Shlomi » Sat, 04/13/2019 - 21:31 		0
 by Jonathan Shlomi
Sat, 04/13/2019 - 21:31