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Table of Contents
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 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
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