From f3e8416a509800e111fefac5911e2c52e1fe9f48 Mon Sep 17 00:00:00 2001 From: Kevin P Murphy Date: Thu, 13 Jun 2024 02:25:33 +0000 Subject: [PATCH] figs --- .../book1/01/linreg_poly_vs_degree.ipynb | 48 +++++++++--------- notebooks/figures/polyfitDegree1.pdf | Bin 7477 -> 7477 bytes notebooks/figures/polyfitDegree14.pdf | Bin 9218 -> 9218 bytes notebooks/figures/polyfitDegree14_range21.pdf | Bin 9233 -> 9169 bytes notebooks/figures/polyfitDegree14_range21.png | Bin 21998 -> 18818 bytes .../figures/polyfitDegree1FitVsActualTest.pdf | Bin 13308 -> 13308 bytes .../polyfitDegree1FitVsActualTrain.pdf | Bin 11709 -> 11709 bytes notebooks/figures/polyfitDegree1Residuals.pdf | Bin 11618 -> 11618 bytes notebooks/figures/polyfitDegree1_range21.pdf | Bin 7352 -> 7348 bytes notebooks/figures/polyfitDegree1_range21.png | Bin 14970 -> 13117 bytes notebooks/figures/polyfitDegree2.pdf | Bin 8127 -> 8127 bytes notebooks/figures/polyfitDegree20.pdf | Bin 8904 -> 8904 bytes notebooks/figures/polyfitDegree20_range21.pdf | Bin 9005 -> 8964 bytes notebooks/figures/polyfitDegree20_range21.png | Bin 25307 -> 21692 bytes .../figures/polyfitDegree2FitVsActualTest.pdf | Bin 14743 -> 14743 bytes .../polyfitDegree2FitVsActualTrain.pdf | Bin 11741 -> 11741 bytes notebooks/figures/polyfitDegree2Residuals.pdf | Bin 11626 -> 11626 bytes notebooks/figures/polyfitDegree2_range21.pdf | Bin 8077 -> 7969 bytes notebooks/figures/polyfitDegree2_range21.png | Bin 17851 -> 15489 bytes notebooks/figures/polyfitDegree3.pdf | Bin 8554 -> 8554 bytes notebooks/figures/polyfitDegree3_range21.pdf | Bin 8139 -> 8122 bytes notebooks/figures/polyfitDegree3_range21.png | Bin 18245 -> 15708 bytes notebooks/figures/polyfitVsDegree.pdf | Bin 10330 -> 10330 bytes 23 files changed, 24 insertions(+), 24 deletions(-) diff --git a/notebooks/book1/01/linreg_poly_vs_degree.ipynb b/notebooks/book1/01/linreg_poly_vs_degree.ipynb index c2379b32f1..c91c50bab9 100644 --- a/notebooks/book1/01/linreg_poly_vs_degree.ipynb +++ b/notebooks/book1/01/linreg_poly_vs_degree.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "afd7e0f5", "metadata": {}, "outputs": [], @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 3, "id": "4b969241", "metadata": {}, "outputs": [], @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "ffac3768", "metadata": {}, "outputs": [], @@ -165,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "54da8fe6", "metadata": {}, "outputs": [ @@ -224,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "364d4d58", "metadata": {}, "outputs": [ @@ -384,7 +384,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "2cf3971f", "metadata": {}, "outputs": [ @@ -470,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "ba6ddc7a", "metadata": {}, "outputs": [ @@ -616,7 +616,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "51115091", "metadata": {}, "outputs": [ @@ -633,14 +633,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree1_range21.pdf\n", - "Figure size: [6. 4.]\n" + "Figure size: [5. 3.5]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -659,14 +659,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree2_range21.pdf\n", - "Figure size: [6. 4.]\n" + "Figure size: [5. 3.5]\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, "metadata": {}, @@ -685,14 +685,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree3_range21.pdf\n", - "Figure size: [6. 4.]\n" + "Figure size: [5. 3.5]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -711,14 +711,14 @@ "output_type": "stream", "text": [ "saving image to /teamspace/studios/this_studio/pyprobml/notebooks/figures/polyfitDegree14_range21.pdf\n", - "Figure size: [6. 4.]\n" + "Figure size: [5. 3.5]\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -761,7 +761,7 @@ "#os.environ.pop('LATEXIFY', None)\n", "#pml.latexify()\n", "\n", - "my_latexify(fig_width=6, fig_height=4)\n", + "my_latexify(fig_width=5, fig_height=3.5)\n", "\n", "xtrain, ytrain, xtest, ytest = make_1dregression_data(n=21, m=21)\n", "\n", diff --git a/notebooks/figures/polyfitDegree1.pdf b/notebooks/figures/polyfitDegree1.pdf index cb8e986edbe5eb408aec75b10ed1faaf53cdbeab..b5d439ec17c13aaf05c79f14bdcb885c218330b2 100644 GIT binary patch delta 18 ZcmdmLwbg1vh7_xjk+G4<=3J>0OaMNr1{VMT delta 18 ZcmdmLwbg1vh7_xTk%@`L=3J>0OaMN_1{?qY diff --git a/notebooks/figures/polyfitDegree14.pdf b/notebooks/figures/polyfitDegree14.pdf index d6616faeb61eb8452d02f7dadb1d76152f4efea7..ce7f764a89587c3e8e00812550bb76a9848acf3b 100644 GIT binary patch delta 18 ZcmZqjX!6*gsK{z$WNc)%SxxZ{696@e1!DjJ delta 18 ZcmZqjX!6*gsK{zyWMX2uSxxZ{696@y1!n*N diff --git a/notebooks/figures/polyfitDegree14_range21.pdf b/notebooks/figures/polyfitDegree14_range21.pdf index 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