From 0ff7ac97f80655ddd86e3451c2a5963ba0aef755 Mon Sep 17 00:00:00 2001 From: Sucio <esteban.cosserat@gmail.com> Date: Sun, 22 Oct 2023 17:43:39 +0200 Subject: [PATCH] Update Rapport.ipynb --- Rapport.ipynb | 15 +++++++++++++-- 1 file changed, 13 insertions(+), 2 deletions(-) diff --git a/Rapport.ipynb b/Rapport.ipynb index 2f0efc9..532c841 100644 --- a/Rapport.ipynb +++ b/Rapport.ipynb @@ -391,9 +391,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<IPython.core.display.Image object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from IPython.display import display, Image\n", "display(Image(filename=\"result/knn_1_20_valid_10test.png\"))" -- GitLab