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+0000 Subject: [PATCH 2/3] :see_no_evil: set default python gitignore --- .gitignore | 197 ++++++++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 196 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 7b9da41..d0fc2b2 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,198 @@ +# dev environment +Dockerfile + +# matplotlibrc +matplotlibrc + + *.pyc -.ipynb_checkpoints *.swp + +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# UV +# Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +#uv.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/latest/usage/project/#working-with-version-control +.pdm.toml +.pdm-python +.pdm-build/ + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ + +# Visual Studio Code +# Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore +# that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore +# and can be added to the global gitignore or merged into this file. However, if you prefer, +# you could uncomment the following to ignore the enitre vscode folder +# .vscode/ + +# Ruff stuff: +.ruff_cache/ + +# PyPI configuration file +.pypirc + +# Cursor +# Cursor is an AI-powered code editor. `.cursorignore` specifies files/directories to +# exclude from AI features like autocomplete and code analysis. Recommended for sensitive data +# refer to https://docs.cursor.com/context/ignore-files +.cursorignore +.cursorindexingignore \ No newline at end of file From 228784c4eb5aa288a3e7de45d0d3d0dd14786b87 Mon Sep 17 00:00:00 2001 From: Oscar Dewasmes Date: Tue, 27 May 2025 08:10:19 +0000 Subject: [PATCH 3/3] :truck: :bento: move and update images --- .../00-Programme de la formation.md | 4 +- .../01-Introduction au Machine Learning.md | 78 +++++++++--------- .../02-intro_ML/types_apprentissages.PNG | Bin 45206 -> 0 bytes .../Full_batch_Stochastic.PNG | Bin .../{02-intro_ML => intro_ML}/Reg_Clas.PNG | Bin .../Types_de_learning.PNG | Bin .../{02-intro_ML => intro_ML}/convergence.PNG | Bin .../convergence2.PNG | Bin .../descente_gradient.PNG | Bin .../entrainement.PNG | Bin .../entrainement_test.PNG | Bin .../entrainement_test_valid.PNG | Bin .../{02-intro_ML => intro_ML}/epoch.PNG | Bin .../fonction_cout.PNG | Bin .../{02-intro_ML => intro_ML}/formule1.PNG | Bin .../{02-intro_ML => 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.../python_data_science}/sklearn_code2.PNG | Bin .../02-Introduction au deep learning.md | 4 +- .../03-La librairie Keras.md | 4 +- .../03-python_data_science/diagramme.PNG | Bin 75969 -> 0 bytes .../part_march\303\251.PNG" | Bin 311428 -> 0 bytes 41 files changed, 45 insertions(+), 45 deletions(-) delete mode 100644 formation/01-Introduction au machine learning/Images/02-intro_ML/types_apprentissages.PNG rename formation/01-Introduction au machine learning/Images/{02-intro_ML => intro_ML}/Full_batch_Stochastic.PNG (100%) rename formation/01-Introduction au machine learning/Images/{02-intro_ML => intro_ML}/Reg_Clas.PNG (100%) rename formation/01-Introduction au machine learning/Images/{02-intro_ML => intro_ML}/Types_de_learning.PNG (100%) rename formation/01-Introduction au machine learning/Images/{02-intro_ML => intro_ML}/convergence.PNG (100%) rename formation/01-Introduction au machine learning/Images/{02-intro_ML => intro_ML}/convergence2.PNG (100%) rename formation/01-Introduction 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learning/Images/python_data_science}/code_pandas.PNG (100%) rename formation/{TP-01-Python pour Data Scientists/Images/03-python_data_science => 01-Introduction au machine learning/Images/python_data_science}/code_pandas2.PNG (100%) rename formation/{TP-01-Python pour Data Scientists/Images/03-python_data_science => 01-Introduction au machine learning/Images/python_data_science}/code_pandas3.PNG (100%) rename formation/{TP-01-Python pour Data Scientists/Images/03-python_data_science => 01-Introduction au machine learning/Images/python_data_science}/code_pandas4.PNG (100%) create mode 100644 formation/01-Introduction au machine learning/Images/python_data_science/diagramme.PNG rename formation/{TP-01-Python pour Data Scientists/Images/03-python_data_science => 01-Introduction au machine learning/Images/python_data_science}/librairies.PNG (100%) rename formation/{TP-01-Python pour Data Scientists/Images/03-python_data_science => 01-Introduction au machine learning/Images/python_data_science}/pandas.PNG (100%) create mode 100644 "formation/01-Introduction au machine learning/Images/python_data_science/part_march\303\251.PNG" rename formation/{TP-01-Python pour Data Scientists/Images/03-python_data_science => 01-Introduction au machine learning/Images/python_data_science}/sklearn.PNG (100%) rename formation/{TP-01-Python pour Data Scientists/Images/03-python_data_science => 01-Introduction au machine learning/Images/python_data_science}/sklearn_code.PNG (100%) rename formation/{TP-01-Python pour Data Scientists/Images/03-python_data_science => 01-Introduction au machine learning/Images/python_data_science}/sklearn_code1.PNG (100%) rename formation/{TP-01-Python pour Data Scientists/Images/03-python_data_science => 01-Introduction au machine learning/Images/python_data_science}/sklearn_code2.PNG (100%) delete mode 100644 formation/TP-01-Python pour Data Scientists/Images/03-python_data_science/diagramme.PNG delete mode 100644 "formation/TP-01-Python pour Data Scientists/Images/03-python_data_science/part_march\303\251.PNG" diff --git a/formation/00-Programme de la formation/00-Programme de la formation.md b/formation/00-Programme de la formation/00-Programme de la formation.md index f9ed1d6..9771a19 100644 --- a/formation/00-Programme de la formation/00-Programme de la formation.md +++ b/formation/00-Programme de la formation/00-Programme de la formation.md @@ -4,7 +4,7 @@ background-color: White ; font: 25px arial, sans-serif; position: relative; - background-image: url('./Images/logo.png'); + background-image: url('../shared_images/logo.png'); background-repeat: no-repeat, repeat; background-position: bottom 10px left 10px; } @@ -38,7 +38,7 @@ -![Logo météo](./Images/logo2.PNG) +![Logo météo](../shared_images/logo2.PNG)
diff --git a/formation/01-Introduction au machine learning/01-Introduction au Machine Learning.md b/formation/01-Introduction au machine learning/01-Introduction au Machine Learning.md index 5ecf969..17dcab4 100644 --- a/formation/01-Introduction au machine learning/01-Introduction au Machine Learning.md +++ b/formation/01-Introduction au machine learning/01-Introduction au Machine Learning.md @@ -8,7 +8,7 @@ marp: true background-color: White ; font: 25px arial, sans-serif; position: relative; - background-image: url('./Images/logo.png'); + background-image: url('../shared_images/logo.png'); background-repeat: no-repeat, repeat; background-position: bottom 10px left 10px; } @@ -41,7 +41,7 @@ marp: true -![Logo météo](./Images/logo2.PNG) +![Logo météo](../shared_images/logo2.PNG)
@@ -62,16 +62,16 @@ Grandes catégories d’algorithmes de machine learning -![types apprentissages](./Images/02-intro_ML/types_apprentissages.PNG) +![types apprentissages](Images/intro_ML/types_apprentissages.PNG) --- -Classification / Régression +Régression / Classification -
-![Regression/Classification](./Images/02-intro_ML/Reg_Clas.PNG) +![Regression/Classification](Images/intro_ML/Reg_Clas.PNG) @@ -89,7 +89,7 @@ Classification / Régression
- +
@@ -142,7 +142,7 @@ La régression linéaire -![regression lineaire](./Images/02-intro_ML/regression_lineaire.PNG) +![regression lineaire](Images/intro_ML/regression_lineaire.PNG) @@ -156,7 +156,7 @@ La régression linéaire #### ■ Comment définir la « meilleure » droite ? -![image fonction de coût](./Images/02-intro_ML/fonction_cout.PNG) +![image fonction de coût](Images/intro_ML/fonction_cout.PNG) #### ■ La « meilleure » droite est celle qui minimise la fonction de coût. @@ -182,7 +182,7 @@ La régression linéaire
-![Formule4](./Images/02-intro_ML/formule4.PNG) +![Formule4](Images/intro_ML/formule4.PNG)
@@ -198,7 +198,7 @@ m étant le nombre d’échantillons dans le jeu d’entraînement. ## Comment trouver le minimum de la fonction de coût ? - + --- @@ -208,7 +208,7 @@ m étant le nombre d’échantillons dans le jeu d’entraînement. #### ■ La descente de gradient -![Image decente de gradient](./Images/02-intro_ML/convergence.PNG) +![Image decente de gradient](Images/intro_ML/convergence.PNG) --- @@ -220,7 +220,7 @@ m étant le nombre d’échantillons dans le jeu d’entraînement.
-![formule1](./Images/02-intro_ML/formule3.PNG) +![formule1](Images/intro_ML/formule3.PNG)
Avec h(x) = w0.x + w1 @@ -229,7 +229,7 @@ Avec h(x) = w0.x + w1
-![image learning rate](./Images/02-intro_ML/gradient.PNG) +![image learning rate](Images/intro_ML/gradient.PNG)
--- @@ -240,7 +240,7 @@ Avec h(x) = w0.x + w1 #### ■ Répéter autant de fois que nécessaire : - + #### ■ α est le coefficient d’apprentissage (learning rate) @@ -262,7 +262,7 @@ Avec h(x) = w0.x + w1 ## Influence du learning rate - + --- @@ -274,7 +274,7 @@ Avec h(x) = w0.x + w1
-![image learning rate](./Images/02-intro_ML/gradient.PNG) +![image learning rate](Images/intro_ML/gradient.PNG)
@@ -297,7 +297,7 @@ Avec h(x) = w0.x + w1
- +
@@ -307,7 +307,7 @@ Avec h(x) = w0.x + w1 pour i allant de 1 à m, répéter : - +
@@ -321,7 +321,7 @@ pour i allant de 1 à m, répéter : |Full batch gradient descent (FBGD)|Stochastic gradient descent (SGD)| |:---:|:---:| -![Full batch/Sochastic](./Images/02-intro_ML/Full_batch_Stochastic.PNG) +![Full batch/Sochastic](Images/intro_ML/Full_batch_Stochastic.PNG) --- @@ -362,7 +362,7 @@ pour i allant de 1 à m, répéter :
- ![une_epoch](./Images/02-intro_ML/epoch.PNG) + ![une_epoch](Images/intro_ML/epoch.PNG)
@@ -403,13 +403,13 @@ pour i allant de 1 à m, répéter : ## Evaluer le modèle Première idée : choisir les hyper-paramètres qui fonctionnent le mieux sur le jeu d’entraînement -![entraînement](./Images/02-intro_ML/entrainement.PNG) +![entraînement](Images/intro_ML/entrainement.PNG) ##### Pas bon. Le modèle risque de ne pas être capable de généraliser.
- +
@@ -421,7 +421,7 @@ Première idée : choisir les hyper-paramètres qui fonctionnent le mieux sur le Deuxième idée : choisir les hyper-paramètres qui fonctionnent le mieux sur un jeu de test -![entraînement test](./Images/02-intro_ML/entrainement_test.PNG) +![entraînement test](Images/intro_ML/entrainement_test.PNG) #####
Pas bon. Aucune garantie que l’algorithme fonctionnera bien sur de nouvelles données.
@@ -434,7 +434,7 @@ Deuxième idée : choisir les hyper-paramètres qui fonctionnent le mieux sur un Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-paramètres qui fonctionnent le mieux sur un jeu de validation, puis une fois le modèle réglé, l’évaluer sur un jeu de test. -![entraînement test_validation](./Images/02-intro_ML/entrainement_test_valid.PNG) +![entraînement test_validation](Images/intro_ML/entrainement_test_valid.PNG) #####
C’est mieux !
@@ -445,7 +445,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa ## Sous-apprentissage - Sur-apprentissage
- +
@@ -462,7 +462,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa
- +
@@ -520,7 +520,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa -![Logo météo](./Images/logo2.PNG) +![Logo météo](../shared_images/logo2.PNG)
@@ -537,7 +537,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa
-![Part de Marché](./Images/03-python_data_science/language_sondages.PNG) +![Part de Marché](Images/python_data_science/part_marché.PNG)
@@ -547,7 +547,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa ## Librairies Pythons -![librairies python](./Images/03-python_data_science/librairies.PNG) +![librairies python](Images/python_data_science/librairies.PNG) --- @@ -555,7 +555,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa ## Lire des fichiers Excel : utilisation de la Librairie Pandas -![Excel](./Images/03-python_data_science/pandas.PNG) +![Excel](Images/python_data_science/pandas.PNG) --- @@ -563,7 +563,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa ## Importer un fichier Excel avec Pandas -![code d'importation](./Images/03-python_data_science/code_pandas.PNG) +![code d'importation](Images/python_data_science/code_pandas.PNG) --- @@ -571,7 +571,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa ## Importer un fichier csv avec Pandas -![importation csv](./Images/03-python_data_science/code_pandas2.PNG) +![importation csv](Images/python_data_science/code_pandas2.PNG) * Préparation du jeu de données (X,Y) pour le modèle @@ -587,7 +587,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa ##### Exemple de code sur le dataframe housing: -![Housing.desribe output](./Images/03-python_data_science/code_pandas3.PNG) +![Housing.desribe output](Images/python_data_science/code_pandas3.PNG) --- @@ -595,7 +595,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa ## Utilisation de Pandas pour vérifier les données -![housing.hist](./Images/03-python_data_science/code_pandas4.PNG) +![housing.hist](Images/python_data_science/code_pandas4.PNG) --- @@ -603,7 +603,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa ## Présentation de Sklearn -![Sklearn](./Images/03-python_data_science/sklearn.PNG) +![Sklearn](Images/python_data_science/sklearn.PNG) --- @@ -613,7 +613,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa
-![code_sklearn](./Images/03-python_data_science/sklearn_code.PNG) +![code_sklearn](Images/python_data_science/sklearn_code.PNG)
@@ -628,7 +628,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa Exemple de code : -![Code sklearn](./Images/03-python_data_science/sklearn_code1.PNG) +![Code sklearn](Images/python_data_science/sklearn_code1.PNG) --- @@ -638,7 +638,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa ● Prédiction d’une classe et des probabilités pour chaque classe -![sklearn](./Images/03-python_data_science/sklearn_code2.PNG) +![sklearn](Images/python_data_science/sklearn_code2.PNG) --- @@ -650,7 +650,7 @@ Troisième idée : entraîner sur le jeu d’entraînement, choisir les hyper-pa
- +
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au machine learning/Images/python_data_science/sklearn_code1.PNG similarity index 100% rename from formation/TP-01-Python pour Data Scientists/Images/03-python_data_science/sklearn_code1.PNG rename to formation/01-Introduction au machine learning/Images/python_data_science/sklearn_code1.PNG diff --git a/formation/TP-01-Python pour Data Scientists/Images/03-python_data_science/sklearn_code2.PNG b/formation/01-Introduction au machine learning/Images/python_data_science/sklearn_code2.PNG similarity index 100% rename from formation/TP-01-Python pour Data Scientists/Images/03-python_data_science/sklearn_code2.PNG rename to formation/01-Introduction au machine learning/Images/python_data_science/sklearn_code2.PNG diff --git a/formation/03-Introduction au DL/02-Introduction au deep learning.md b/formation/03-Introduction au DL/02-Introduction au deep learning.md index b433c72..399d5d7 100644 --- a/formation/03-Introduction au DL/02-Introduction au deep learning.md +++ b/formation/03-Introduction au DL/02-Introduction au deep learning.md @@ -4,7 +4,7 @@ background-color: White ; font: 25px arial, sans-serif; position: relative; - background-image: url('./Images/logo.png'); + background-image: url('../shared_images/logo.png'); background-repeat: no-repeat, repeat; background-position: bottom 10px left 10px; } @@ -37,7 +37,7 @@ -![Logo météo](./Images/logo2.PNG) +![Logo météo](../shared_images/logo2.PNG)
diff --git a/formation/04-La librairie Keras/03-La librairie Keras.md b/formation/04-La librairie Keras/03-La librairie Keras.md index 89c66bf..6aaf5a3 100644 --- a/formation/04-La librairie Keras/03-La librairie Keras.md +++ b/formation/04-La librairie Keras/03-La librairie Keras.md @@ -4,7 +4,7 @@ background-color: White ; font: 25px arial, sans-serif; position: relative; - background-image: url('./Images/logo.png'); + background-image: url('../shared_images/logo.png'); background-repeat: no-repeat, repeat; background-position: bottom 10px left 10px; } @@ -34,7 +34,7 @@ -![Logo météo](./Images/logo2.PNG) +![Logo météo](../shared_images/logo2.PNG)
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