From 1d241a18f02b3ed496c08cce67a0faa8b6797555 Mon Sep 17 00:00:00 2001 From: Chakib Benziane Date: Mon, 6 Mar 2017 20:57:15 +0000 Subject: [PATCH] run all cells --- dlnd_image_classification.ipynb | 49 ++++++++++++++++++++++++++++++--- 1 file changed, 45 insertions(+), 4 deletions(-) diff --git a/dlnd_image_classification.ipynb b/dlnd_image_classification.ipynb index 3316551..75c5795 100644 --- a/dlnd_image_classification.ipynb +++ b/dlnd_image_classification.ipynb @@ -977,14 +977,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 64, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Checking the Training on a Single Batch...\n", + "Epoch 1, CIFAR-10 Batch 1: Loss: 2.2416 - Valid Accuracy: 16.52%\n", + "Epoch 2, CIFAR-10 Batch 1: Loss: 2.0681 - Valid Accuracy: 26.34%\n", + "Epoch 3, CIFAR-10 Batch 1: Loss: 1.9934 - Valid Accuracy: 30.72%\n", + "Epoch 4, CIFAR-10 Batch 1: Loss: 1.8648 - Valid Accuracy: 36.14%\n", + "Epoch 5, CIFAR-10 Batch 1: Loss: 1.7653 - Valid Accuracy: 38.90%\n", + "Epoch 6, CIFAR-10 Batch 1: Loss: 1.6582 - Valid Accuracy: 41.92%\n", + "Epoch 7, CIFAR-10 Batch 1: Loss: 1.4946 - Valid Accuracy: 44.92%\n", + "Epoch 8, CIFAR-10 Batch 1: Loss: 1.3776 - Valid Accuracy: 48.44%\n", + "Epoch 9, CIFAR-10 Batch 1: Loss: 1.2710 - Valid Accuracy: 49.32%\n" + ] + } + ], "source": [ "\"\"\"\n", "DON'T MODIFY ANYTHING IN THIS CELL\n", @@ -1118,13 +1135,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 65, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing Accuracy: 0.7010512441396713\n", + "\n" + ] + }, + { + "data": { + "image/png": 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TmX2evsGGZ8dL2cz+Qkit+zVhQHMtvx6KyChSWsU45O473f0KQuTjX6sUeXuVbbNyt/OR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\nXkGyHWQAAAAASUVORK5CYII=\n", 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