Refactor code structure for improved readability and maintainability

M2/Reinforcement Learning/project/Project.ipynb

@@ -940,7 +940,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "6f6ba8df",
    "metadata": {},
    "outputs": [
@@ -983,6 +983,17 @@
       "objc[49878]: Class SDL_RumbleMotor is implemented in both /Users/arthurdanjou/Workspace/studies/.venv/lib/python3.13/site-packages/pygame/.dylibs/libSDL2-2.0.0.dylib (0x11118d778) and /Users/arthurdanjou/Workspace/studies/.venv/lib/python3.13/site-packages/cv2/.dylibs/libSDL2-2.0.0.dylib (0x124418d40). This may cause spurious casting failures and mysterious crashes. One of the duplicates must be removed or renamed.\n",
       "objc[49878]: Class SDL_RumbleContext is implemented in both /Users/arthurdanjou/Workspace/studies/.venv/lib/python3.13/site-packages/pygame/.dylibs/libSDL2-2.0.0.dylib (0x11118d7c8) and /Users/arthurdanjou/Workspace/studies/.venv/lib/python3.13/site-packages/cv2/.dylibs/libSDL2-2.0.0.dylib (0x124418d90). This may cause spurious casting failures and mysterious crashes. One of the duplicates must be removed or renamed.\n"
      ]
+    },
+    {
+     "ename": "",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31mLe noyau s’est bloqué lors de l’exécution du code dans une cellule active ou une cellule précédente. \n",
+      "\u001b[1;31mVeuillez vérifier le code dans la ou les cellules pour identifier une cause possible de l’échec. \n",
+      "\u001b[1;31mCliquez <a href='https://aka.ms/vscodeJupyterKernelCrash'>ici</a> pour plus d’informations. \n",
+      "\u001b[1;31mPour plus d’informations, consultez Jupyter <a href='command:jupyter.viewOutput'>log</a>."
+     ]
     }
    ],
    "source": [

pyproject.toml

@@ -3,7 +3,7 @@ name = "studies"
 version = "0.1.0"
 description = "A curated collection of mathematics and data science projects developed during my academic journey."
 readme = "README.md"
-requires-python = ">= 3.11"
+requires-python = ">= 3.12,<3.14"
 dependencies = [
     "accelerate>=1.12.0",
     "ale-py>=0.11.2",
@@ -28,7 +28,6 @@ dependencies = [
     "langchain-openai>=1.1.10",
     "langchain-text-splitters>=1.1.1",
     "mapclassify>=2.10.0",
-    "marimo>=0.20.2",
     "matplotlib>=3.10.8",
     "nbformat>=5.10.4",
     "numpy>=2.4.2",
@@ -36,10 +35,9 @@ dependencies = [
     "openpyxl>=3.1.5",
     "pandas>=3.0.1",
     "pandas-stubs>=3.0.0.260204",
-    "pettingzoo[atari]>=1.25.0",
+    "pettingzoo[atari]>=1.24.3",
     "plotly>=6.6.0",
     "polars>=1.38.1",
-    "pyclustertend>=1.9.0",
     "pypdf>=6.7.5",
     "rasterio>=1.5.0",
     "requests>=2.32.5",