From 3622b9bf3d32d9efaa5f283c268785472ad5649b Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Wed, 20 Oct 2021 08:27:59 +0200 Subject: [PATCH] updating jupyter-book --- .../_build/.doctrees/Clustering.doctree | Bin 411604 -> 411605 bytes .../_build/.doctrees/chapter1.doctree | Bin 876580 -> 879930 bytes .../_build/.doctrees/chapter10.doctree | Bin 419100 -> 419044 bytes .../_build/jupyter_execute/Clustering.ipynb | 8 +-- .../_build/jupyter_execute/chapter1.ipynb | 58 ++++++++---------- .../_build/jupyter_execute/chapter10.ipynb | 22 +++---- .../_build/jupyter_execute/chapter1_11_0.png | Bin 6445 -> 6389 bytes .../_build/jupyter_execute/chapter1_13_1.png | Bin 9384 -> 9608 bytes .../_build/jupyter_execute/chapter1_27_0.png | Bin 13939 -> 14971 bytes .../_build/jupyter_execute/chapter1_3_0.png | Bin 9765 -> 10096 bytes .../_build/jupyter_execute/chapter1_61_10.png | Bin 25473 -> 26822 bytes 11 files changed, 39 insertions(+), 49 deletions(-) diff --git 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"stream", "text": [ "Converged at iteration: 11\n", - "Runtime: 0.8538670539855957 seconds\n", + "Runtime: 0.8929829597473145 seconds\n", " " ] } @@ -877,7 +877,7 @@ "output_type": "stream", "text": [ "Converged at iteration: 5\n", - "Runtime: 0.004904031753540039 seconds\n" + "Runtime: 0.0037839412689208984 seconds\n" ] } ], diff --git a/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb b/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb index 728ebc40c..315fd696c 100644 --- a/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb +++ b/doc/LectureNotes/_build/jupyter_execute/chapter1.ipynb @@ -310,7 +310,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -461,7 +461,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -526,18 +526,18 @@ "output_type": "stream", "text": [ "The intercept alpha: \n", - " [1.9082084]\n", + " [2.13202326]\n", "Coefficient beta : \n", - " [[5.307514]]\n", - "Mean squared error: 0.21\n", - "Variance score: 0.91\n", + " [[4.81994803]]\n", + "Mean squared error: 0.22\n", + "Variance score: 0.90\n", "Mean squared log error: 0.01\n", - "Mean absolute error: 0.39\n" + "Mean absolute error: 0.36\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -747,7 +747,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.004999999999999996\n" + "0.004999999999999987\n" ] } ], @@ -1395,8 +1395,6 @@ "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/neural_network/_multilayer_perceptron.py:582: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", " warnings.warn(\n", "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/neural_network/_multilayer_perceptron.py:582: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", - " warnings.warn(\n", - "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/neural_network/_multilayer_perceptron.py:582: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", " warnings.warn(\n" ] }, @@ -1486,14 +1484,6 @@ "text": [ "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/neural_network/_multilayer_perceptron.py:582: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", " warnings.warn(\n", - "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/neural_network/_multilayer_perceptron.py:582: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", - " warnings.warn(\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/neural_network/_multilayer_perceptron.py:582: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", " warnings.warn(\n", "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/neural_network/_multilayer_perceptron.py:582: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", @@ -1505,7 +1495,13 @@ "output_type": "stream", "text": [ "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/neural_network/_multilayer_perceptron.py:582: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", - " warnings.warn(\n", + " warnings.warn(\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/neural_network/_multilayer_perceptron.py:582: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", " warnings.warn(\n", "/Users/mhjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/neural_network/_multilayer_perceptron.py:582: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", @@ -1514,7 +1510,7 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\n", + "image/png": 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" ] @@ -3268,15 +3264,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "[ 2.00396825 -0.03005885 5.03970472]\n", + "[1.95320466 0.26945878 4.72145114]\n", "Training R2\n", - "0.9951332163662493\n", + "0.9972598270118292\n", "Training MSE\n", - "0.010400010476420727\n", + "0.0068740175620408865\n", "Test R2\n", - "0.9922167804917393\n", + "0.9981645034105093\n", "Test MSE\n", - "0.01533265828497683\n" + "0.005584729797915798\n" ] } ], @@ -3380,13 +3376,13 @@ "output_type": "stream", "text": [ "Training R2\n", - "0.9999871853340275\n", + "0.9999901489260536\n", "Training MSE\n", - "6.459553321949357\n", + "3.593710335647101\n", "Test R2\n", - "0.999960835374545\n", + "0.999963138868375\n", "Test MSE\n", - "6.844139253527833\n" + "27.494711856278172\n" ] } ], diff --git a/doc/LectureNotes/_build/jupyter_execute/chapter10.ipynb b/doc/LectureNotes/_build/jupyter_execute/chapter10.ipynb index 5fe0fe501..e0377854a 100644 --- a/doc/LectureNotes/_build/jupyter_execute/chapter10.ipynb +++ b/doc/LectureNotes/_build/jupyter_execute/chapter10.ipynb @@ -2336,15 +2336,15 @@ "Learning rate = 1.0\n", "Lambda = 1e-05\n", "Accuracy score on test set: 0.09166666666666666\n", - "\n", - "Learning rate = 1.0\n", - "Lambda = 0.0001\n" + "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ + "Learning rate = 1.0\n", + "Lambda = 0.0001\n", "Accuracy score on test set: 0.11944444444444445\n", "\n", "Learning rate = 1.0\n", @@ -2378,6 +2378,10 @@ "Learning rate = 1.0\n", "Lambda = 10.0\n", "Accuracy score on test set: 0.05\n", + "\n", + "Learning rate = 10.0\n", + "Lambda = 1e-05\n", + "Accuracy score on test set: 0.08888888888888889\n", "\n" ] }, @@ -2385,10 +2389,6 @@ "name": "stdout", "output_type": "stream", "text": [ - "Learning rate = 10.0\n", - "Lambda = 1e-05\n", - "Accuracy score on test set: 0.08888888888888889\n", - "\n", "Learning rate = 10.0\n", "Lambda = 0.0001\n", "Accuracy score on test set: 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