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hoàn thành toàn bộ #69

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706a42a
week6
ur77ec17235 Oct 3, 2024
fda1712
ngay4/10
ur77ec17235 Oct 4, 2024
c4d6d6c
Merge branch 'greyhatguy007:main' into main
ur77ec17235 Oct 11, 2024
48b29f8
chieeuf chur nhaatj
ur77ec17235 Oct 26, 2024
c5c30ff
d
ur77ec17235 Jan 31, 2025
f693a58
c
ur77ec17235 Mar 10, 2025
9527e26
Merge branch 'main' of https://github.com/ur77ec17235/Machine-Learnin…
ur77ec17235 Mar 10, 2025
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ur77ec17235 Jun 10, 2026
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69 changes: 5 additions & 64 deletions ...ine Learning - Regression and Classification/week3/C1W3A1/C1_W3_Logistic_Regression.ipynb
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88 changes: 55 additions & 33 deletions C2 - Advanced Learning Algorithms/week3/C2W3A1/C2_W3_Assignment.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -57,13 +57,35 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 1,
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"outputs": [
{
"ename": "RuntimeError",
"evalue": "'widget is not a recognised GUI loop or backend name",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"File \u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/matplotlib/backends/registry.py:413\u001b[0m, in \u001b[0;36mBackendRegistry.resolve_gui_or_backend\u001b[0;34m(self, gui_or_backend)\u001b[0m\n\u001b[1;32m 412\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 413\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresolve_backend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgui_or_backend\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 414\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m: \u001b[38;5;66;03m# KeyError ?\u001b[39;00m\n",
"File \u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/matplotlib/backends/registry.py:375\u001b[0m, in \u001b[0;36mBackendRegistry.resolve_backend\u001b[0;34m(self, backend)\u001b[0m\n\u001b[1;32m 374\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m gui \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 375\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mbackend\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m is not a recognised backend name\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 377\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m backend, gui \u001b[38;5;28;01mif\u001b[39;00m gui \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mheadless\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n",
"\u001b[0;31mRuntimeError\u001b[0m: 'widget' is not a recognised backend name",
"\nDuring handling of the above exception, another exception occurred:\n",
"\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[1], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mget_ipython\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_line_magic\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmatplotlib\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mwidget\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mlinear_model\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m LinearRegression, Ridge\n",
"File \u001b[0;32m~/Library/Python/3.12/lib/python/site-packages/IPython/core/interactiveshell.py:2480\u001b[0m, in \u001b[0;36mInteractiveShell.run_line_magic\u001b[0;34m(self, magic_name, line, _stack_depth)\u001b[0m\n\u001b[1;32m 2478\u001b[0m kwargs[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlocal_ns\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_local_scope(stack_depth)\n\u001b[1;32m 2479\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbuiltin_trap:\n\u001b[0;32m-> 2480\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2482\u001b[0m \u001b[38;5;66;03m# The code below prevents the output from being displayed\u001b[39;00m\n\u001b[1;32m 2483\u001b[0m \u001b[38;5;66;03m# when using magics with decorator @output_can_be_silenced\u001b[39;00m\n\u001b[1;32m 2484\u001b[0m \u001b[38;5;66;03m# when the last Python token in the expression is a ';'.\u001b[39;00m\n\u001b[1;32m 2485\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(fn, magic\u001b[38;5;241m.\u001b[39mMAGIC_OUTPUT_CAN_BE_SILENCED, \u001b[38;5;28;01mFalse\u001b[39;00m):\n",
"File \u001b[0;32m~/Library/Python/3.12/lib/python/site-packages/IPython/core/magics/pylab.py:103\u001b[0m, in \u001b[0;36mPylabMagics.matplotlib\u001b[0;34m(self, line)\u001b[0m\n\u001b[1;32m 98\u001b[0m \u001b[38;5;28mprint\u001b[39m(\n\u001b[1;32m 99\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAvailable matplotlib backends: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 100\u001b[0m \u001b[38;5;241m%\u001b[39m _list_matplotlib_backends_and_gui_loops()\n\u001b[1;32m 101\u001b[0m )\n\u001b[1;32m 102\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 103\u001b[0m gui, backend \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mshell\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43menable_matplotlib\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgui\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 104\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_show_matplotlib_backend(args\u001b[38;5;241m.\u001b[39mgui, backend)\n",
"File \u001b[0;32m~/Library/Python/3.12/lib/python/site-packages/IPython/core/interactiveshell.py:3665\u001b[0m, in \u001b[0;36mInteractiveShell.enable_matplotlib\u001b[0;34m(self, gui)\u001b[0m\n\u001b[1;32m 3662\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib_inline\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbackend_inline\u001b[39;00m\n\u001b[1;32m 3664\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mIPython\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m pylabtools \u001b[38;5;28;01mas\u001b[39;00m pt\n\u001b[0;32m-> 3665\u001b[0m gui, backend \u001b[38;5;241m=\u001b[39m \u001b[43mpt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfind_gui_and_backend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgui\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpylab_gui_select\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3667\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m gui \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 3668\u001b[0m \u001b[38;5;66;03m# If we have our first gui selection, store it\u001b[39;00m\n\u001b[1;32m 3669\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpylab_gui_select \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
"File \u001b[0;32m~/Library/Python/3.12/lib/python/site-packages/IPython/core/pylabtools.py:349\u001b[0m, in \u001b[0;36mfind_gui_and_backend\u001b[0;34m(gui, gui_select)\u001b[0m\n\u001b[1;32m 347\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 348\u001b[0m gui \u001b[38;5;241m=\u001b[39m _convert_gui_to_matplotlib(gui)\n\u001b[0;32m--> 349\u001b[0m backend, gui \u001b[38;5;241m=\u001b[39m \u001b[43mbackend_registry\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresolve_gui_or_backend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgui\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 351\u001b[0m gui \u001b[38;5;241m=\u001b[39m _convert_gui_from_matplotlib(gui)\n\u001b[1;32m 352\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m gui, backend\n",
"File \u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/matplotlib/backends/registry.py:415\u001b[0m, in \u001b[0;36mBackendRegistry.resolve_gui_or_backend\u001b[0;34m(self, gui_or_backend)\u001b[0m\n\u001b[1;32m 413\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mresolve_backend(gui_or_backend)\n\u001b[1;32m 414\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m: \u001b[38;5;66;03m# KeyError ?\u001b[39;00m\n\u001b[0;32m--> 415\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m 416\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mgui_or_backend\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m is not a recognised GUI loop or backend name\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
"\u001b[0;31mRuntimeError\u001b[0m: 'widget is not a recognised GUI loop or backend name"
]
}
],
"source": [
"import numpy as np\n",
"%matplotlib widget\n",
Expand Down Expand Up @@ -93,10 +115,10 @@
{
"cell_type": "markdown",
"metadata": {
"tags": [],
"pycharm": {
"name": "#%% md\n"
}
},
"tags": []
},
"source": [
"<a name=\"2\"></a>\n",
Expand Down Expand Up @@ -280,7 +302,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"\u001B[92m All tests passed.\n"
"\u001b[92m All tests passed.\n"
]
}
],
Expand Down Expand Up @@ -968,8 +990,8 @@
"text": [
"categorization error 0.333, expected:0.333\n",
"categorization error 0.250, expected:0.250\n",
"\u001B[92m All tests passed.\n",
"\u001B[92m All tests passed.\n"
"\u001b[92m All tests passed.\n",
"\u001b[92m All tests passed.\n"
]
}
],
Expand Down Expand Up @@ -1049,11 +1071,11 @@
"cell_type": "code",
"execution_count": 36,
"metadata": {
"scrolled": true,
"tags": [],
"pycharm": {
"name": "#%%\n"
}
},
"scrolled": true,
"tags": []
},
"outputs": [],
"source": [
Expand Down Expand Up @@ -1084,11 +1106,11 @@
"cell_type": "code",
"execution_count": 37,
"metadata": {
"scrolled": true,
"tags": [],
"pycharm": {
"name": "#%%\n"
}
},
"scrolled": true,
"tags": []
},
"outputs": [
{
Expand Down Expand Up @@ -3205,7 +3227,7 @@
"Trainable params: 5,446\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n",
"\u001B[92mAll tests passed!\n"
"\u001b[92mAll tests passed!\n"
]
}
],
Expand Down Expand Up @@ -3362,11 +3384,11 @@
"cell_type": "code",
"execution_count": 41,
"metadata": {
"scrolled": true,
"tags": [],
"pycharm": {
"name": "#%%\n"
}
},
"scrolled": true,
"tags": []
},
"outputs": [],
"source": [
Expand Down Expand Up @@ -3394,11 +3416,11 @@
"cell_type": "code",
"execution_count": 42,
"metadata": {
"scrolled": true,
"tags": [],
"pycharm": {
"name": "#%%\n"
}
},
"scrolled": true,
"tags": []
},
"outputs": [
{
Expand Down Expand Up @@ -5516,7 +5538,7 @@
"Trainable params: 60\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n",
"\u001B[92mAll tests passed!\n"
"\u001b[92mAll tests passed!\n"
]
}
],
Expand Down Expand Up @@ -5683,11 +5705,11 @@
"cell_type": "code",
"execution_count": 46,
"metadata": {
"scrolled": true,
"tags": [],
"pycharm": {
"name": "#%%\n"
}
},
"scrolled": true,
"tags": []
},
"outputs": [],
"source": [
Expand Down Expand Up @@ -5716,11 +5738,11 @@
"cell_type": "code",
"execution_count": 47,
"metadata": {
"scrolled": true,
"tags": [],
"pycharm": {
"name": "#%%\n"
}
},
"scrolled": true,
"tags": []
},
"outputs": [
{
Expand Down Expand Up @@ -7838,7 +7860,7 @@
"Non-trainable params: 0\n",
"_________________________________________________________________\n",
"ddd\n",
"\u001B[92mAll tests passed!\n"
"\u001b[92mAll tests passed!\n"
]
}
],
Expand Down Expand Up @@ -7998,11 +8020,11 @@
"cell_type": "code",
"execution_count": 51,
"metadata": {
"scrolled": true,
"tags": [],
"pycharm": {
"name": "#%%\n"
}
},
"scrolled": true,
"tags": []
},
"outputs": [
{
Expand Down Expand Up @@ -22607,9 +22629,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
"version": "3.12.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
}
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