From beb3186e7da0a7ddd6ee317ca4fb3dda8a6c017f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pawe=C5=82=20Sk=C3=B3rzewski?= Date: Wed, 5 May 2021 08:09:45 +0200 Subject: [PATCH] =?UTF-8?q?Poprawki=20do=20wyk=C5=82adu=209=20o=20sieciach?= =?UTF-8?q?=20neuronowych?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- wyk/09_Sieci_neuronowe.ipynb | 30 ++---------------------------- 1 file changed, 2 insertions(+), 28 deletions(-) diff --git a/wyk/09_Sieci_neuronowe.ipynb b/wyk/09_Sieci_neuronowe.ipynb index 13b7df9..1955857 100644 --- a/wyk/09_Sieci_neuronowe.ipynb +++ b/wyk/09_Sieci_neuronowe.ipynb @@ -43,40 +43,14 @@ ] }, { - "cell_type": "code", - "execution_count": 2, + "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/jpeg": 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\n", - "text/html": [ - "\n", - " \n", - " " - ], - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "from IPython.display import YouTubeVideo\n", - "YouTubeVideo('cNxadbrN_aI', width=800, height=600)" + "https://www.youtube.com/watch?v=cNxadbrN_aI" ] }, {