From a912c668a9db832af0705ce890a6ecc5358797a1 Mon Sep 17 00:00:00 2001 From: iridiumR Date: Wed, 12 Oct 2022 09:30:07 +0800 Subject: [PATCH] fix(AIandML): fix bugs --- AIandML/e1_python_basics/e1.0_python.ipynb | 40 ++++---- AIandML/e1_python_basics/e1.1_numpy.ipynb | 95 +++++++++---------- .../e1_python_basics/e1.2_matplotlib.ipynb | 10 +- AIandML/e1_python_basics/e1.3_pandas.ipynb | 54 ++++++----- 4 files changed, 100 insertions(+), 99 deletions(-) diff --git a/AIandML/e1_python_basics/e1.0_python.ipynb b/AIandML/e1_python_basics/e1.0_python.ipynb index bc27e50..a977b4f 100644 --- a/AIandML/e1_python_basics/e1.0_python.ipynb +++ b/AIandML/e1_python_basics/e1.0_python.ipynb @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -41,7 +41,6 @@ "source": [ "famous_person=\"Linus Torvalds\"\n", "message=\"So nvidia, fuck you.\"\n", - "nHex = 0xFF\n", "print(\"%s once said, \\\"%s\\\"\" %(famous_person, message))" ] }, @@ -64,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -82,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -100,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -118,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -144,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -175,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -213,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -257,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -309,7 +308,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -348,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -362,13 +361,18 @@ "City: Tokyo\n", "country: Japan\n", "population: 13500000\n", - "fact: Capital of Japan\n" + "fact: Capital of Japan\n", + "City: New York\n", + "country: USA\n", + "population: 53500000\n", + "fact: Biggest city of USA\n" ] } ], "source": [ "cities={\"Beijing\":{\"country\":\"China\", \"population\":21500000, \"fact\":\"Capital of China\"}, \\\n", - " \"Tokyo\":{\"country\":\"Japan\", \"population\":13500000, \"fact\":\"Capital of Japan\"}}\n", + " \"Tokyo\":{\"country\":\"Japan\", \"population\":13500000, \"fact\":\"Capital of Japan\"}, \\\n", + " \"New York\":{\"country\":\"USA\", \"population\":53500000, \"fact\":\"Biggest city of USA\"} }\n", "for city, info in cities.items():\n", " print(\"City: %s\" %city)\n", " for k, v in info.items():\n", @@ -388,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -415,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -436,7 +440,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.10.4 ('main')", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -450,7 +454,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.10.7" }, "vscode": { "interpreter": { diff --git a/AIandML/e1_python_basics/e1.1_numpy.ipynb b/AIandML/e1_python_basics/e1.1_numpy.ipynb index da27716..954860f 100644 --- a/AIandML/e1_python_basics/e1.1_numpy.ipynb +++ b/AIandML/e1_python_basics/e1.1_numpy.ipynb @@ -25,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -54,17 +54,17 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "250517.08615769504\n", - "numpy:0.9500980377197266ms\n", - "250517.08615771346\n", - "for:450.66380500793457ms\n" + "250200.07698508396\n", + "numpy:0.9696483612060547ms\n", + "250200.07698508215\n", + "for:509.42516326904297ms\n" ] } ], @@ -98,26 +98,26 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[0.832603 0.01479218 0.74726877 0.11899442 0.5139687 ]\n", - " [0.85742314 0.20950708 0.31393951 0.69463518 0.58622781]\n", - " [0.92412297 0.93890447 0.27295923 0.44996205 0.98461149]\n", - " [0.56097043 0.81885742 0.31026755 0.65530345 0.51932541]]\n", - "[[0.54243804 0.59199752 0.2088532 0.09047042]\n", - " [0.96482797 0.66663309 0.7223203 0.96680344]\n", - " [0.1848234 0.88155844 0.98424619 0.99646051]\n", - " [0.76723488 0.42095062 0.55842772 0.58467868]\n", - " [0.56045915 0.6447964 0.05470569 0.317023 ]]\n", - "[[0.98337534 1.54301691 1.01463973 1.0667643 ]\n", - " [1.58676566 1.59441744 1.05937409 1.184938 ]\n", - " [2.35467111 2.23789856 1.44499002 1.83856268]\n", - " [1.94552528 1.76219908 1.40836713 1.69937482]]\n" + "[[0.23931254 0.18071967 0.37310061 0.12620676 0.13512026]\n", + " [0.30783951 0.91376617 0.67098953 0.32039883 0.01034717]\n", + " [0.96111339 0.50345747 0.44325113 0.69203477 0.68494092]\n", + " [0.72068532 0.70385745 0.863872 0.04211034 0.64406034]]\n", + "[[0.77360967 0.69983706 0.6007846 0.86168637]\n", + " [0.81774926 0.45233242 0.25631712 0.78721015]\n", + " [0.70753124 0.97739082 0.85224573 0.38800176]\n", + " [0.99206956 0.76979289 0.32823954 0.65932597]\n", + " [0.28726144 0.0885248 0.9055978 0.25378116]]\n", + "[[0.76091893 0.72300482 0.67186089 0.61074278]\n", + " [1.78095556 1.5321393 1.10554506 1.45880543]\n", + " [2.35214635 1.9269402 1.93165995 2.02658896]\n", + " [1.97111455 1.75651195 1.94670048 1.70148712]]\n" ] } ], @@ -147,15 +147,15 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[0.89379618 0.03735883 0.51341215 0.49607132 0.15340217]\n", - "[0.36734363 0.43023904 0.45210542 0.45422143 0.45221582]\n" + "[0.11783325 0.48074153 0.73572425 0.20476283 0.88648351]\n", + "[0.44669072 0.45593449 0.41020043 0.45832847 0.36950327]\n" ] } ], @@ -180,38 +180,33 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[0.39753532 0.54410703 0.60167078 0.24255209 0.67574439 0.01004289\n", - " 0.55770556 0.10702142 0.48778556 0.51648967]\n", - " [0.98453781 0.66164632 0.66346184 0.5019827 0.74216596 0.37279722\n", - " 0.02415767 0.21952032 0.94425462 0.83570665]\n", - " [0.366748 0.38391583 0.21428393 0.56555728 0.73883924 0.38754266\n", - " 0.7720652 0.68972519 0.69671146 0.43759293]\n", - " [0.93430798 0.57475894 0.23919737 0.31449016 0.56069848 0.23824185\n", - " 0.61332708 0.8877036 0.895658 0.39875045]\n", - " [0.80075957 0.85481337 0.10696488 0.91660988 0.95048433 0.62219214\n", - " 0.61386599 0.1400393 0.68407094 0.08965478]]\n", - "[[-0.01653016 0.13004156 0.18760531 -0.17151338 0.26167892 -0.40402258\n", - " 0.14364009 -0.30704405 0.07372009 0.10242419]\n", - " [ 0.3895147 0.06662321 0.06843873 -0.09304041 0.14714285 -0.22222589\n", - " -0.57086544 -0.37550279 0.34923151 0.24068354]\n", - " [-0.15855017 -0.14138234 -0.31101425 0.0402591 0.21354107 -0.13775551\n", - " 0.24676703 0.16442702 0.17141329 -0.08770524]\n", - " [ 0.36859459 0.00904555 -0.32651602 -0.25122323 -0.00501491 -0.32747154\n", - " 0.04761369 0.32199021 0.32994461 -0.16696294]\n", - " [ 0.22281405 0.27686785 -0.47098064 0.33866436 0.37253881 0.04424662\n", - " 0.03592048 -0.43790622 0.10612542 -0.48829074]]\n", - "[[ 0.00000000e+00]\n", - " [ 6.66133815e-17]\n", - " [-3.33066907e-17]\n", - " [ 1.11022302e-17]\n", - " [-3.33066907e-17]]\n" + "[[0.24236313 0.55447699 0.95304607 0.79666384 0.92822022 0.27138421\n", + " 0.47722097 0.74169242 0.21323861 0.83588465]\n", + " [0.81246374 0.77727719 0.45686829 0.08864242 0.00963438 0.50045921\n", + " 0.51131599 0.1215012 0.16156761 0.9299535 ]\n", + " [0.53098614 0.39056825 0.4658711 0.26826016 0.42102393 0.11597775\n", + " 0.8880885 0.96429013 0.79650161 0.42915054]\n", + " [0.71644738 0.84851284 0.03352013 0.89332467 0.3272176 0.67425642\n", + " 0.58702405 0.39927189 0.56726108 0.92623776]\n", + " [0.30084031 0.32070728 0.05854519 0.83081661 0.70783952 0.20550454\n", + " 0.08244311 0.93941383 0.13424483 0.71656674]]\n", + "[[-0.35905598 -0.04694212 0.35162696 0.19524473 0.32680111 -0.3300349\n", + " -0.12419814 0.14027331 -0.3881805 0.23446554]\n", + " [ 0.37549539 0.34030884 0.01989994 -0.34832593 -0.42733397 0.06349086\n", + " 0.07434764 -0.31546716 -0.27540075 0.49298515]\n", + " [ 0.00391433 -0.13650356 -0.06120071 -0.25881165 -0.10604788 -0.41109406\n", + " 0.36101669 0.43721832 0.2694298 -0.09792127]\n", + " [ 0.11913999 0.25120546 -0.56378725 0.29601729 -0.27008979 0.07694904\n", + " -0.01028333 -0.19803549 -0.0300463 0.32893038]\n", + " [-0.12885189 -0.10898492 -0.37114701 0.40112441 0.27814732 -0.22418765\n", + " -0.34724909 0.50972163 -0.29544737 0.28687455]]\n" ] } ], @@ -226,7 +221,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.10.7 ('.venv': venv)", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, diff --git a/AIandML/e1_python_basics/e1.2_matplotlib.ipynb b/AIandML/e1_python_basics/e1.2_matplotlib.ipynb index 7e525e6..3dca26a 100644 --- a/AIandML/e1_python_basics/e1.2_matplotlib.ipynb +++ b/AIandML/e1_python_basics/e1.2_matplotlib.ipynb @@ -30,12 +30,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -67,12 +67,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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\n", 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" ] @@ -95,7 +95,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.10.7 ('.venv': venv)", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, diff --git a/AIandML/e1_python_basics/e1.3_pandas.ipynb b/AIandML/e1_python_basics/e1.3_pandas.ipynb index 4508e35..8e23686 100644 --- a/AIandML/e1_python_basics/e1.3_pandas.ipynb +++ b/AIandML/e1_python_basics/e1.3_pandas.ipynb @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -202,7 +202,7 @@ "4 0 373450 8.0500 NaN S " ] }, - "execution_count": 28, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -214,7 +214,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -348,7 +348,7 @@ "890 male 32.0 0 0 370376 7.75 NaN Q " ] }, - "execution_count": 29, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -366,7 +366,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -391,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -648,7 +648,7 @@ "[891 rows x 11 columns]" ] }, - "execution_count": 31, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -666,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -687,7 +687,7 @@ "dtype: bool" ] }, - "execution_count": 32, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -705,7 +705,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -722,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -746,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -772,7 +772,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -794,8 +794,10 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": {}, + "execution_count": 12, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -822,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1061,7 +1063,7 @@ "[891 rows x 12 columns]" ] }, - "execution_count": 38, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1079,7 +1081,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1088,13 +1090,13 @@ "" ] }, - "execution_count": 39, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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\n", 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" ] @@ -1116,7 +1118,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1125,13 +1127,13 @@ "" ] }, - "execution_count": 40, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] @@ -1147,7 +1149,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.10.7 ('.venv': venv)", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" },