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public:res-ens:dmsml18:dmsml18

Data Mining and Supervised Machine Learning (USTH)

General Informations

Your Instructor: Ass. Prof. Axel Carlier, University of Toulouse — Ass. Prof. Axel CARLIER, University of Toulouse

Lecture #1

Lecture time:

Monday Nov 19, 2018, 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
Lab - Tutorial

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

First, it is necessary to install the following packages (using anaconda) pip install jupyter conda install numpy conda install pytorch torchvision -c pytorch pip install matplotlib

Then download the notebooks (right click, download as), run jupyter, and follow the tutorials. Tutorial 1

Lecture #2

Lecture time:

Tuesday Nov 20, 2018, 5:30pm-9:30pm Hanoi Time

Multi-layer perceptrons

Lab - Tutorial

Lecture #3

Lecture time:

Wednesday Nov 21, 2018, 5:30pm-9:30pm Hanoi Time

Training Neural Networks

Lab - Tutorial

Lecture #4

Lecture time:

Thursday Nov 22, 2018, 5:30pm-9:30pm Hanoi Time

Training Neural Networks in practice

Lecture #5

Lecture time:

Friday Nov 23, 2018, 5:30pm-9:30pm Hanoi Time

Convolutional Neural Networks

Tutorial 6

public/res-ens/dmsml18/dmsml18.txt · Last modified: 2018/12/19 11:56 (external edit)