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authorRémi Flamary <remi.flamary@gmail.com>2020-04-20 15:12:02 +0200
committerRémi Flamary <remi.flamary@gmail.com>2020-04-20 15:12:02 +0200
commit8acaf262baa04a4d2bdd9c774c45c5bb2fb2d12a (patch)
tree55d0cf310d62dae8d62f3c99c95ae00f93af8717 /notebooks/plot_otda_mapping.ipynb
parent13054c65dc0f4731a1d9a9e5294160035627f910 (diff)
add and update notebooks
Diffstat (limited to 'notebooks/plot_otda_mapping.ipynb')
-rw-r--r--notebooks/plot_otda_mapping.ipynb50
1 files changed, 26 insertions, 24 deletions
diff --git a/notebooks/plot_otda_mapping.ipynb b/notebooks/plot_otda_mapping.ipynb
index 9a7ae04..c604278 100644
--- a/notebooks/plot_otda_mapping.ipynb
+++ b/notebooks/plot_otda_mapping.ipynb
@@ -100,7 +100,7 @@
{
"data": {
"text/plain": [
- "Text(0.5,1,'Source and target distributions')"
+ "Text(0.5, 1.0, 'Source and target distributions')"
]
},
"execution_count": 4,
@@ -109,12 +109,14 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
@@ -149,26 +151,24 @@
"text": [
"It. |Loss |Delta loss\n",
"--------------------------------\n",
- " 0|4.132385e+03|0.000000e+00\n",
- " 1|4.124370e+03|-1.939427e-03\n",
- " 2|4.124043e+03|-7.928706e-05\n",
- " 3|4.123904e+03|-3.369312e-05\n",
- " 4|4.123827e+03|-1.881208e-05\n",
- " 5|4.123778e+03|-1.184435e-05\n",
- " 6|4.123764e+03|-3.358329e-06\n",
+ " 0|4.130455e+03|0.000000e+00\n",
+ " 1|4.124174e+03|-1.520585e-03\n",
+ " 2|4.123972e+03|-4.893906e-05\n",
+ " 3|4.123892e+03|-1.957570e-05\n",
+ " 4|4.123852e+03|-9.690449e-06\n",
"It. |Loss |Delta loss\n",
"--------------------------------\n",
- " 0|4.143700e+02|0.000000e+00\n",
- " 1|4.111590e+02|-7.748977e-03\n",
- " 2|4.109509e+02|-5.062453e-04\n",
- " 3|4.108581e+02|-2.257162e-04\n",
- " 4|4.107918e+02|-1.614130e-04\n",
- " 5|4.107473e+02|-1.083067e-04\n",
- " 6|4.107110e+02|-8.833802e-05\n",
- " 7|4.106839e+02|-6.600463e-05\n",
- " 8|4.106615e+02|-5.455553e-05\n",
- " 9|4.106428e+02|-4.548650e-05\n",
- " 10|4.106278e+02|-3.649926e-05\n"
+ " 0|4.155681e+02|0.000000e+00\n",
+ " 1|4.121954e+02|-8.115904e-03\n",
+ " 2|4.120356e+02|-3.877130e-04\n",
+ " 3|4.119541e+02|-1.978089e-04\n",
+ " 4|4.118961e+02|-1.406833e-04\n",
+ " 5|4.118524e+02|-1.061404e-04\n",
+ " 6|4.118195e+02|-7.984227e-05\n",
+ " 7|4.117940e+02|-6.188410e-05\n",
+ " 8|4.117747e+02|-4.692100e-05\n",
+ " 9|4.117580e+02|-4.045536e-05\n",
+ " 10|4.117441e+02|-3.393923e-05\n"
]
}
],
@@ -218,12 +218,14 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 4 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
@@ -280,7 +282,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.5"
+ "version": "3.6.9"
}
},
"nbformat": 4,