====== Data Mining and Supervised Machine Learning (USTH) ======

===== General Informations =====
Your Instructor: 
Ass. Prof. Axel Carlier, University of Toulouse
 --- //[[Axel.Carlier@enseeiht.fr|Ass. Prof. Axel CARLIER, University of Toulouse]] //


===== Lecture #1 =====

== Lecture time: ==

Monday Nov 11, 2019, 5:30pm-9:30pm Hanoi Time 

General introduction to the course and the topic.

A few (already-known) administrative points can be found in the subsequent slides.

== Slides ==
{{ :public:res-ens:dmsml18:intro.pdf |}}

== Lab - Tutorial ==

The first labs consist in tutorials to get familiar with PyTorch.

First, it is necessary to connect to [[https://colab.research.google.com|Google Colab]]. **This step requires a Google account**.

Then go to [[https://drive.google.com/open?id=1ADe_p_nZ81HCNcIMy5nk9Izp23izXVVs
|the lab repository]]. You can access 6 tutorials, to be completed sequentially.

Save the tutorials into your own Google Drive, and then open them using Google Colab. Each tutorial is a Jupyter notebook, with instructions and example code, as well as exercises. The code will run remotely on a virtual machine.



===== Lecture #2 =====

== Lecture time: ==

Tuesday Nov 12, 2019, 5:30pm-9:30pm Hanoi Time 

Multi-layer perceptrons

== Lab - Tutorial ==
Tutorials 2 and 3




===== Lecture #3 =====

== Lecture time: ==

Wednesday Nov 13, 2019, 5:30pm-9:30pm Hanoi Time 

Training Neural Networks

== Lab - Tutorial ==
Tutorials 4 and 5


===== Lecture #4 =====

== Lecture time: ==

Thursday Nov 14, 2019, 5:30pm-9:30pm Hanoi Time 

Training Neural Networks in practice


===== Lecture #5 =====

== Lecture time: ==

Friday Nov 15, 2019, 5:30pm-9:30pm Hanoi Time 

Convolutional Neural Networks

{{ :public:res-ens:dmsml18:3_cnn.pdf | Lecture slides in french }}

Tutorial 6


===== Lecture #6 =====

== Lecture time: ==

Saturday Nov 16, 2019, 5:30pm-9:30pm Hanoi Time 

A glimpse on the challenges of deep learning. {{ :public:res-ens:dmsml18:class6.pdf | Slides}}

{{ :public:res-ens:dmsml18:sujet_2018.pdf |Last year's exam}}