From 17f748875173df095239d21bd48e9ddccc91ea46 Mon Sep 17 00:00:00 2001 From: Arthur DANJOU Date: Thu, 22 Jan 2026 19:28:12 +0100 Subject: [PATCH] Implement feature X to enhance user experience and fix bug Y in module Z --- M2/Advanced Machine Learning/TP2/TP2.ipynb | 16 ++++++++++++---- 1 file changed, 12 insertions(+), 4 deletions(-) diff --git a/M2/Advanced Machine Learning/TP2/TP2.ipynb b/M2/Advanced Machine Learning/TP2/TP2.ipynb index 004c2f8..9ac6aee 100644 --- a/M2/Advanced Machine Learning/TP2/TP2.ipynb +++ b/M2/Advanced Machine Learning/TP2/TP2.ipynb @@ -409,9 +409,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Valeur de mcor pour la simulation : 0.4083\n" + ] + } + ], "source": [ "# 2. Application de l'algorithme ACE sur la simulation\n", "# Note: Pour gagner du temps, on peut réduire maxiter si ça converge vite\n", @@ -422,7 +430,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -438,7 +446,7 @@ }, { "data": { - "image/png": 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", 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", 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