diff --git a/wyk/3_Ewaluacja_regularyzacja_optymalizacja.ipynb b/wyk/3_Ewaluacja_regularyzacja_optymalizacja.ipynb index 46509bf..a824fcf 100644 --- a/wyk/3_Ewaluacja_regularyzacja_optymalizacja.ipynb +++ b/wyk/3_Ewaluacja_regularyzacja_optymalizacja.ipynb @@ -295,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 26, "metadata": { "slideshow": { "slide_type": "notes" @@ -317,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 27, "metadata": { "slideshow": { "slide_type": "notes" @@ -336,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 28, "metadata": { "slideshow": { "slide_type": "notes" @@ -408,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 29, "metadata": { "slideshow": { "slide_type": "notes" @@ -432,7 +432,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 30, "metadata": { "slideshow": { "slide_type": "subslide" @@ -458,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 31, "metadata": { "slideshow": { "slide_type": "notes" @@ -505,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 32, "metadata": { "slideshow": { "slide_type": "notes" @@ -533,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 33, "metadata": { "slideshow": { "slide_type": "subslide" @@ -563,7 +563,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 34, "metadata": { "slideshow": { "slide_type": "notes" @@ -585,7 +585,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 35, "metadata": { "slideshow": { "slide_type": "subslide" @@ -599,7 +599,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 36, "metadata": { "slideshow": { "slide_type": "notes" @@ -619,7 +619,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 37, "metadata": { "scrolled": true, "slideshow": { @@ -630,7 +630,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6c123102aea949478ef94b1b25f5e125", + "model_id": "921fb56798664735826c0a69f7887e88", "version_major": 2, "version_minor": 0 }, @@ -647,7 +647,7 @@ "" ] }, - "execution_count": 13, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1657,7 +1657,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 38, "metadata": { "slideshow": { "slide_type": "notes" @@ -1717,7 +1717,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 39, "metadata": { "slideshow": { "slide_type": "notes" @@ -1738,7 +1738,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 40, "metadata": { "slideshow": { "slide_type": "notes" @@ -1778,7 +1778,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 41, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1789,16 +1789,16 @@ "name": "stderr", "output_type": "stream", "text": [ - ":5: RuntimeWarning: overflow encountered in exp\n", + ":5: RuntimeWarning: overflow encountered in exp\n", " y = 1.0/(1.0 + np.exp(-x))\n", - ":19: UserWarning: The following kwargs were not used by contour: 'lw'\n", + ":19: UserWarning: The following kwargs were not used by contour: 'lw'\n", " plt.contour(xx, yy, z, levels=[0.5], lw=3);\n", "No handles with labels found to put in legend.\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1927,7 +1927,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 42, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1955,7 +1955,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 43, "metadata": { "slideshow": { "slide_type": "notes" @@ -1971,7 +1971,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 44, "metadata": { "scrolled": true, "slideshow": { @@ -1982,7 +1982,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "31bdaaf0f30746aaa35b7342ef3c3b46", + "model_id": "4e81be369eca46df9a93551df3172d93", "version_major": 2, "version_minor": 0 }, @@ -1999,7 +1999,7 @@ "" ] }, - "execution_count": 20, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -2010,7 +2010,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 45, "metadata": { "slideshow": { "slide_type": "notes" @@ -2043,7 +2043,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 46, "metadata": { "slideshow": { "slide_type": "subslide" @@ -2052,7 +2052,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -2094,7 +2094,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 47, "metadata": { "slideshow": { "slide_type": "notes" @@ -2155,7 +2155,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 48, "metadata": { "slideshow": { "slide_type": "subslide" @@ -2164,7 +2164,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/wyk/4_Sieci_neuronowe.ipynb b/wyk/4_Sieci_neuronowe.ipynb index 5b85c2f..d5e1cd0 100644 --- a/wyk/4_Sieci_neuronowe.ipynb +++ b/wyk/4_Sieci_neuronowe.ipynb @@ -723,6 +723,7 @@ } }, "source": [ + "\n", "* Każda funkcja aktywacji ma swoje zalety i wady.\n", "* Różne rodzaje funkcji aktywacji nadają się do różnych zastosowań." ]