From 36330cd43cfea6ae194dc23942466ae0820c1498 Mon Sep 17 00:00:00 2001 From: Mirko Birbaumer <mirko.birbaumer@hslu.ch> Date: Thu, 24 Oct 2024 05:30:54 +0000 Subject: [PATCH] adapted notebooks 3.5 --- notebooks/Linear Regression/LR_3_5.ipynb | 58 ++++++++++++++++-------- 1 file changed, 39 insertions(+), 19 deletions(-) diff --git a/notebooks/Linear Regression/LR_3_5.ipynb b/notebooks/Linear Regression/LR_3_5.ipynb index 56787b2..f8138f5 100644 --- a/notebooks/Linear Regression/LR_3_5.ipynb +++ b/notebooks/Linear Regression/LR_3_5.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "6b40034d-8d7a-4ac4-863d-4d85950be32c", "metadata": { "tags": [] @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "8b7f2747-88e7-45b6-89c3-de6224511082", "metadata": { "tags": [] @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "8329ae4e-c174-4a59-8d38-5a6e15a48058", "metadata": { "tags": [] @@ -114,7 +114,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 60 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 7 seconds.\n" ] } ], @@ -130,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 5, "id": "e0117961-072c-4230-8fbd-61630cdbc366", "metadata": { "tags": [] @@ -161,18 +161,9 @@ "- Mit `lines` berechnen wir 50 Regressionsgerade aus der Teilstichprobe bestehend aus 50 Werten von `posterior[\"beta_0\"]` und `posterior[\"beta_1\"]`, wobei `posterior[\"beta_0\"].size}=50`." ] }, - { - "cell_type": "markdown", - "id": "231512d5-d9a5-4909-ba55-c95ff0b2f76b", - "metadata": {}, - "source": [ - "Anstelle einer Teilmenge bestehend aus 50 Stichproben aus der Posterior-Verteilung, könnten \n", - "wir auch alle verfügbaren Posterior Stichproben von $\\mu$ benützen, um das 94\\% HDI zu berechnen. Dies erfolgt mit Hilfe des folgenden Codes:" - ] - }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 6, "id": "dc6fe545-2dff-448e-a046-5861d7cc78d2", "metadata": { "tags": [] @@ -180,7 +171,17 @@ "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "<matplotlib.legend.Legend at 0x7fd785c6cdf0>" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", "text/plain": [ "<Figure size 1200x400 with 1 Axes>" ] @@ -200,9 +201,18 @@ "axes.legend()" ] }, + { + "cell_type": "markdown", + "id": "a047f562-69f1-4af3-92fa-d656d6378936", + "metadata": {}, + "source": [ + "Anstelle einer Teilmenge bestehend aus 50 Stichproben aus der Posterior-Verteilung, könnten \n", + "wir auch alle verfügbaren Posterior Stichproben von $\\mu$ benützen, um das 94\\% HDI zu berechnen. Dies erfolgt mit Hilfe des folgenden Codes:" + ] + }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 7, "id": "656f5514-ddb3-4088-ba52-d95d1326a2dd", "metadata": { "tags": [] @@ -214,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 8, "id": "2f308fa4-f4ba-43e6-921a-335fa6d85939", "metadata": { "tags": [] @@ -222,7 +232,17 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 1200x400 with 1 Axes>" ] -- GitLab