From 72cb8414a4fbb153580d24bb03c98f71a112492a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pawe=C5=82=20Sk=C3=B3rzewski?= Date: Thu, 14 Dec 2023 18:04:47 +0100 Subject: [PATCH] =?UTF-8?q?Aktualizacja=20wyk=C5=82ad=C3=B3w?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- wyk/07_Uczenie_nienadzorowane.ipynb | 27 ++++----- wyk/08_NB_i_KNN.ipynb | 90 +++++++++++++++-------------- wyk/09_SVM_i_drzewa_decyzyjne.ipynb | 2 +- wyk/10_Sieci_neuronowe.ipynb | 2 +- wyk/11_Propagacja_wsteczna.ipynb | 2 +- wyk/12a_Metody_zbiorcze.ipynb | 4 +- wyk/14_RNN.ipynb | 2 +- 7 files changed, 64 insertions(+), 65 deletions(-) diff --git a/wyk/07_Uczenie_nienadzorowane.ipynb b/wyk/07_Uczenie_nienadzorowane.ipynb index 7d062c1..f6a8715 100644 --- a/wyk/07_Uczenie_nienadzorowane.ipynb +++ b/wyk/07_Uczenie_nienadzorowane.ipynb @@ -1,7 +1,6 @@ { "cells": [ { - "attachments": {}, "cell_type": "markdown", "metadata": { "slideshow": { @@ -33,7 +32,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": { "slideshow": { @@ -151,7 +149,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "fff79223f9b24b198bd1ae328be8cb5f", + "model_id": "3bcad5ddb50742619e46eaf3ff1ab1e8", "version_major": 2, "version_minor": 0 }, @@ -213,7 +211,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -222,7 +220,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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\n", 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", + "image/png": 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\n", 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" ] @@ -378,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": { "slideshow": { "slide_type": "subslide" @@ -388,7 +386,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "792bfa09b0d14970ad900188eb04aba6", + "model_id": "9d4f9c34d6b645b1b2c5d235bc1a8b26", "version_major": 2, "version_minor": 0 }, @@ -405,7 +403,7 @@ "" ] }, - "execution_count": 17, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -459,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": { "slideshow": { "slide_type": "subslide" @@ -573,7 +571,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": { "slideshow": { @@ -715,7 +712,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "slideshow": { "slide_type": "subslide" @@ -743,7 +740,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "slideshow": { "slide_type": "subslide" @@ -752,7 +749,7 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", "text/plain": [ "
" ] @@ -813,7 +810,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.10.12" }, "livereveal": { "start_slideshow_at": "selected", diff --git a/wyk/08_NB_i_KNN.ipynb b/wyk/08_NB_i_KNN.ipynb index ccf5376..929007c 100644 --- a/wyk/08_NB_i_KNN.ipynb +++ b/wyk/08_NB_i_KNN.ipynb @@ -442,7 +442,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/1042079336.py:11: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/1042079336.py:11: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(x1, x2, p, levels=np.arange(0.0, 1.0, 0.1),\n" ] }, @@ -585,7 +585,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(x1, x2, p_diff, levels=[0.0], colors='c', lw=3);\n" ] }, @@ -779,7 +779,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(xx, yy, z, levels=[0.5], colors='m', lw=3);\n" ] }, @@ -812,9 +812,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(xx, yy, z, levels=[0.5], colors='m', lw=3);\n", - "/tmp/ipykernel_89/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(x1, x2, p_diff, levels=[0.0], colors='c', lw=3);\n" ] }, @@ -848,7 +848,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 68, "metadata": { "slideshow": { "slide_type": "subslide" @@ -869,12 +869,12 @@ "Xn = data_iris_versicolor.values[:, 0:n].reshape(m, n)\n", "\n", "X = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n", - "Y = np.matrix(data_iris_setosa.values[:, 2]).reshape(m, 1)" + "Y = np.matrix(data_iris_versicolor.values[:, 2]).reshape(m, 1)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 69, "metadata": { "slideshow": { "slide_type": "notes" @@ -901,7 +901,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 70, "metadata": { "slideshow": { "slide_type": "subslide" @@ -910,7 +910,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -925,7 +925,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 71, "metadata": { "slideshow": { "slide_type": "subslide" @@ -936,8 +936,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "średnia: [matrix([[1. , 4.906, 1.676]]), matrix([[1. , 1.464, 0.244]])]\n", - "odchylenie standardowe: [matrix([[0. , 0.8214402 , 0.42263933]]), matrix([[0. , 0.17176728, 0.10613199]])]\n" + "średnia: [matrix([[1. , 3.508, 1.135]]), matrix([[1. , 4.26 , 1.326]])]\n", + "odchylenie standardowe: [matrix([[0. , 2.08373127, 0.91459007]]), matrix([[0. , 0.46518813, 0.19576517]])]\n" ] } ], @@ -955,7 +955,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 72, "metadata": { "slideshow": { "slide_type": "subslide" @@ -966,13 +966,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/1042079336.py:11: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/1042079336.py:11: UserWarning: No contour levels were found within the data range.\n", + " plt.contour(x1, x2, p, levels=np.arange(0.0, 1.0, 0.1),\n", + "/tmp/ipykernel_532/1042079336.py:11: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(x1, x2, p, levels=np.arange(0.0, 1.0, 0.1),\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -989,7 +991,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 73, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1000,13 +1002,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(x1, x2, p_diff, levels=[0.0], colors='c', lw=3);\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1022,7 +1024,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 74, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1040,7 +1042,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 75, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1070,7 +1072,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 76, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1081,7 +1083,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(xx, yy, z, levels=[0.5], colors='m', lw=3);\n" ] }, @@ -1103,7 +1105,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 77, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1114,15 +1116,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(xx, yy, z, levels=[0.5], colors='m', lw=3);\n", - "/tmp/ipykernel_89/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(x1, x2, p_diff, levels=[0.0], colors='c', lw=3);\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1268,7 +1270,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/1042079336.py:11: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/1042079336.py:11: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(x1, x2, p, levels=np.arange(0.0, 1.0, 0.1),\n" ] }, @@ -1302,7 +1304,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(x1, x2, p_diff, levels=[0.0], colors='c', lw=3);\n" ] }, @@ -1324,7 +1326,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 56, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1365,7 +1367,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(xx, yy, z, levels=[0.5], colors='m', lw=3);\n" ] }, @@ -1399,9 +1401,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_89/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/4022158666.py:8: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(x1, x2, p_diff, levels=[0.0], colors='c', lw=3);\n", - "/tmp/ipykernel_89/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", + "/tmp/ipykernel_532/2795780436.py:10: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(xx, yy, z, levels=[0.5], colors='m', lw=3);\n" ] }, @@ -1813,7 +1815,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 53, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1880,7 +1882,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 57, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1890,7 +1892,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5cf5d06f8c50461a869eed8f714ee4a7", + "model_id": "ff1c8c46a4004151b50fd06a56e539d8", "version_major": 2, "version_minor": 0 }, @@ -1907,7 +1909,7 @@ "" ] }, - "execution_count": 56, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -1918,7 +1920,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 58, "metadata": { "slideshow": { "slide_type": "notes" @@ -1941,7 +1943,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 59, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1965,7 +1967,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 60, "metadata": { "slideshow": { "slide_type": "notes" @@ -1985,7 +1987,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 61, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1995,7 +1997,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4cfa80a894494427867e2f95f1f6d121", + "model_id": "e6f9cbff3a98467bacf41be15c624ba8", "version_major": 2, "version_minor": 0 }, @@ -2012,7 +2014,7 @@ "" ] }, - "execution_count": 60, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -2195,7 +2197,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.10.12" }, "livereveal": { "start_slideshow_at": "selected", diff --git a/wyk/09_SVM_i_drzewa_decyzyjne.ipynb b/wyk/09_SVM_i_drzewa_decyzyjne.ipynb index 04660e9..817bc3b 100644 --- a/wyk/09_SVM_i_drzewa_decyzyjne.ipynb +++ b/wyk/09_SVM_i_drzewa_decyzyjne.ipynb @@ -924,7 +924,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.10.12" }, "livereveal": { "start_slideshow_at": "selected", diff --git a/wyk/10_Sieci_neuronowe.ipynb b/wyk/10_Sieci_neuronowe.ipynb index b40f879..36c3461 100644 --- a/wyk/10_Sieci_neuronowe.ipynb +++ b/wyk/10_Sieci_neuronowe.ipynb @@ -1329,7 +1329,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.10.12" }, "livereveal": { "start_slideshow_at": "selected", diff --git a/wyk/11_Propagacja_wsteczna.ipynb b/wyk/11_Propagacja_wsteczna.ipynb index 7589a40..f365965 100644 --- a/wyk/11_Propagacja_wsteczna.ipynb +++ b/wyk/11_Propagacja_wsteczna.ipynb @@ -2078,7 +2078,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.10.12" }, "livereveal": { "start_slideshow_at": "selected", diff --git a/wyk/12a_Metody_zbiorcze.ipynb b/wyk/12a_Metody_zbiorcze.ipynb index 2948606..22fbb1a 100644 --- a/wyk/12a_Metody_zbiorcze.ipynb +++ b/wyk/12a_Metody_zbiorcze.ipynb @@ -9,7 +9,7 @@ }, "source": [ "### Uczenie maszynowe\n", - "# 12a. Metody zbiorcze" + "# 9a. Metody zbiorcze" ] }, { @@ -168,7 +168,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.10.12" }, "livereveal": { "start_slideshow_at": "selected", diff --git a/wyk/14_RNN.ipynb b/wyk/14_RNN.ipynb index 6d0030e..f37bcb9 100644 --- a/wyk/14_RNN.ipynb +++ b/wyk/14_RNN.ipynb @@ -500,7 +500,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.10.12" }, "livereveal": { "start_slideshow_at": "selected",