ML Online Course 2020

Practical Deep Learning

Course Lecturers: Eilam Gross, Sanmay Ganguly,  Jonathan Shlomi

Tutorials: Sanmay Ganguly, Jonathan Shlomi

Github page of the course : https://github.com/WeizmannML/course2020

Course reference material: 2019 WIS CourseMIT Course ,Stanford Course 2019 , Stanford Course 2020  
Dig Deeper Material: Goodfellow et. al. DL Book

ML ZOOM Course 2020
Date Lecture Lecture Material Tutorial Tutorial Material
21/4/2020 Introduction

Video for Eilam's lecture

Slides for Eilam's lecture

 

slides for T1

video for T1

Notebooks for T1

Slides for python tutorial

Video for Python Tutorial

5/5/2020 Backpropagation

Slides for Eilam's Lecture

Video for Eilam Lecture 2

 

Notebook for Homework1

slides for homework1

video for homework1

dataset for homework1

Slides for Tutorial2

Codes for Tutorial2

Video for Tutorial 2 Sanmay

19/5/2020 CNN

Slides for Eilam's Lecture number 3

Lecture 3 Video Eilam

 

data for convnet tutorial

ConvNet notebook

notebooks for tutorial3

slides for tutorial3

video for tutorial3

Video Tutorial 3 Sanmay

26/5/2020 CNN Architectures

Slides for Eilam's lecture 4

Lecture 4 Video Eilam

Implementation of CNN Architectures & Homework #2 (CNN)

video for HW2

notebooks for tutorial and homework

slides for homework

cats dataset for homework

Tutorial 4 Sanmay Video

2/6/2020 RNN

Lecture 5, Eilam

Lecture 5 PDF

 

Tutorial5_Slides_Sanmay

video tutorial 5

notebook for tutorial 5

slides for tutorial 5

Tutorial 5 Sanmay

9/6/2020 GNN

Lecture 6 video

Lecture 6 slides

 

GNN

homework data MNIST

homework data Path Finding

homework 3 video

homework 3 slide

Tutorial + Homework notebooks

Tutorial 6 Video SANMAY

Slides for tutorial6

16/6/2020 Autoencoders Lecture 7-Eilam  

video for tutorial 7

notebook for tutorial 7

23/6/2020 GAN

Lecture 8, Eilam

Lecture 8, Video, Eilam

 

video for tutorial 8

notebooks for tutorial 8

Tutorial 8, Sanmay

30/6/2020 Detection and Segmentation

Lecture 9, Eilam

Lecture 9, Video, Eilam

 

slides for unet

Tutorial 9, Sanmay

unet notebook

video for homework 4

slides for homework 4

notebook for homework 4

data for homework 4

7/7/2020 Deep Reinforcement Learning Lecture 10, Eilam (pdf)  

Bayesian network slides

Bayesian network notebook

video for tutorial 10 on RL

notebooks for tutorial 10

14/7/2020 Projects  Projects 1    
21/7/2020 Projects Projects 2    
11 Aug Take home assignement      
18-20 Aug Projects Presentations      

 

General discussion

Topic / Topic starter Replies Last postsort ascending
Normal topic Lecture Recordings 7,10
by Gil-Ad Kishony » Fri, 07/24/2020 - 22:12
0
by Gil-Ad Kishony
Fri, 07/24/2020 - 22:12
Normal topic Quiz/take-home
by Renee Zacharowicz » Sun, 07/12/2020 - 16:43
0
by Renee Zacharowicz
Sun, 07/12/2020 - 16:43
Normal topic HW4 messy figures
by Elisha Goldstein » Mon, 07/06/2020 - 21:53
1
by Jonathan Shlomi
Tue, 07/07/2020 - 10:47
Normal topic videos
by Dina Listov » Sun, 06/28/2020 - 12:11
0
by Dina Listov
Sun, 06/28/2020 - 12:11
Normal topic HW 3 - Part One - How to stracture the network
by Maor Kereth » Fri, 06/19/2020 - 20:13
7
by Maor Kereth
Mon, 06/22/2020 - 23:16
Normal topic HW3 - Graphs - Sparsity of the Data
by Dori Nissenbaum » Sun, 06/21/2020 - 00:17
4
by Dori Nissenbaum
Mon, 06/22/2020 - 17:26
Normal topic loss.backward() error?
by Renee Zacharowicz » Fri, 06/19/2020 - 14:19
4
by Renee Zacharowicz
Mon, 06/22/2020 - 08:33
Normal topic Problem uploading in HW3 (  I couldn't use the pd.read_hdf command)
by Ilya Bronshtein » Tue, 06/09/2020 - 21:21
8
by Shai Perach
Sun, 06/21/2020 - 21:54
Normal topic HW2 Part 1 - Low accuracy
by Dori Nissenbaum » Fri, 06/05/2020 - 15:55
8
by Raanan Yaacobi
Tue, 06/09/2020 - 16:11
Normal topic Working with CUDA
by Demian Liebermann » Thu, 05/14/2020 - 13:50
7
by Jonathan Shlomi
Sun, 06/07/2020 - 20:46
Normal topic HW2 due date
by Renee Zacharowicz » Tue, 06/02/2020 - 15:00
1
by Jonathan Shlomi
Tue, 06/02/2020 - 18:05
Normal topic Please upload the recent lecture videos, (just audio is also OK). Thanks
by Demian Liebermann » Wed, 05/27/2020 - 15:59
2
by Shai Perach
Mon, 06/01/2020 - 14:04
Normal topic Did someone try running the HW script on windows 10?
by Demian Liebermann » Mon, 05/18/2020 - 11:58
4
by Jonathan Shlomi
Wed, 05/20/2020 - 05:59
Normal topic Low accuracy
by Raanan Yaacobi » Sun, 05/17/2020 - 07:33
3
by Raanan Yaacobi
Mon, 05/18/2020 - 17:25
Normal topic submitting the model
by Yehuda Buganim » Mon, 05/18/2020 - 13:32
1
by Jonathan Shlomi
Mon, 05/18/2020 - 13:52
Normal topic HW1 accuracy in the validation data
by Ilya Bronshtein » Tue, 05/12/2020 - 01:48
6
by Raanan Yaacobi
Sun, 05/17/2020 - 21:11
Normal topic Double under in python
by Sanmay Ganguly » Tue, 04/21/2020 - 13:58
1
by Renee Zacharowicz
Thu, 05/14/2020 - 05:38
Normal topic Homework 1 due date
by Jonathan Shlomi » Mon, 05/11/2020 - 19:54
0
by Jonathan Shlomi
Mon, 05/11/2020 - 19:54
Normal topic Video for Lecture and Tutorial 2 missing
by Demian Liebermann » Fri, 05/08/2020 - 19:33
1
by Demian Liebermann
Mon, 05/11/2020 - 19:38
Normal topic Data for the HW1
by Mykhailo Yutushui » Sun, 05/10/2020 - 17:37
3
by Mykhailo Yutushui
Mon, 05/11/2020 - 11:57