Course Support
This course covers a wide range of mathematical tools for AI and science in general.We focus on Linear Algebra, Functional Analysis and Statistics.
QCMs:
| 2022 | 2023 | 2023 (correction) |
|---|---|---|
| QCM1 | QCM1 | QCM1 |
| QCM2 | QCM2 | QCM3 |
| QCM3 | QCM3 | QCM3 |
| QCM4 | QCM4 | QCM4 |
| QCM5 | QCM5 | QCM5 |
| QCM6 | QCM6 | QCM6 |
| QCM7 | QCM7 | QCM7 |
| QCM8 | QCM8 | QCM8 |
| - | QCM9 | QCM9 |
| exam 2021 | exam 2022 | exam 2023 |
|---|---|---|
| exam, practice | exam | exam |
Practical Sessions
First, we need to install wget.
Install wget on Windows
google is your friend not me :)
Install wget on Linux
apt-get install wgetInstall wget on MacOS
First, we need to install homebrew
/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"brew install wgetNotebooks
Notebooks contain a small set of exercices to practice the different notions sutided in class. If you find any mistake please mail me.
wget https://edouardyvinec.netlify.app/centrale/notebooks/algèbre.ipynb
wget https://edouardyvinec.netlify.app/centrale/notebooks/Classification.ipynb
wget https://edouardyvinec.netlify.app/centrale/notebooks/EDO.ipynb
wget https://edouardyvinec.netlify.app/centrale/notebooks/Fonctions_de_plusieurs_variables.ipynb
wget https://edouardyvinec.netlify.app/centrale/notebooks/Probabilités.ipynb
wget https://edouardyvinec.netlify.app/centrale/notebooks/TCL.ipynb
wget https://edouardyvinec.netlify.app/centrale/notebooks/tests_d'hypothèses.ipynbDownload the solution: to come
Here, you will find extra exercises for the exam:
- exercices supplémentaires (1) some exercises on confusion matrix and CLT.
- exercices supplémentaires (2) these exercises may be useful for the class of physics and in general to push the notions on gradients one step further.
- chain rule deux exercises sur la chain rule.
- previous exam (2023)
TP - Epidemic Modelisation
The base files for the TP are:
wget https://edouardyvinec.netlify.app/centrale/tp/epidemic/exercice.py
wget https://edouardyvinec.netlify.app/centrale/tp/epidemic/exercice_initial.pywget https://edouardyvinec.netlify.app/centrale/tp/epidemic/SIR.png
wget https://edouardyvinec.netlify.app/centrale/tp/epidemic/SIRVD.png
wget https://edouardyvinec.netlify.app/centrale/tp/epidemic/SIRVDV.pngwget https://edouardyvinec.netlify.app/centrale/tp/epidemic/main.py
wget https://edouardyvinec.netlify.app/centrale/tp/epidemic/initial.pyTP - Solar System
The base files for the TP are:
wget https://edouardyvinec.netlify.app/centrale/tp/solar_system/animate.py
wget https://edouardyvinec.netlify.app/centrale/tp/solar_system/clear.py
wget https://edouardyvinec.netlify.app/centrale/tp/solar_system/data.py
wget https://edouardyvinec.netlify.app/centrale/tp/solar_system/main.py
wget https://edouardyvinec.netlify.app/centrale/tp/solar_system/solarsystem_exercice.py
wget https://edouardyvinec.netlify.app/centrale/tp/solar_system/utils.pywget https://edouardyvinec.netlify.app/centrale/tp/solar_system/minisolar/minisolar.gif
wget https://edouardyvinec.netlify.app/centrale/tp/solar_system/solar/solar.gifwget https://edouardyvinec.netlify.app/centrale/tp/gif/convertor.pywget https://edouardyvinec.netlify.app/centrale/tp/solar_system/solarsystem_sol.pyTP - Real Estate
The base files for the TP are:
wget https://edouardyvinec.netlify.app/centrale/tp/real_estate/housing.csv
wget https://edouardyvinec.netlify.app/centrale/tp/real_estate/main.py
wget https://edouardyvinec.netlify.app/centrale/tp/real_estate/neural_network_exercice.py
wget https://edouardyvinec.netlify.app/centrale/tp/real_estate/read_data.pyTP - Gaussian Mixture Model
The base files for the TP are:
wget https://edouardyvinec.netlify.app/centrale/tp/mixture_of_gaussians/main.py
wget https://edouardyvinec.netlify.app/centrale/tp/mixture_of_gaussians/ME_exercice_initial.py
wget https://edouardyvinec.netlify.app/centrale/tp/mixture_of_gaussians/data.pywget https://edouardyvinec.netlify.app/centrale/tp/mixture_of_gaussians/dataset.png