From 32240b01d1d041e13144c7b8e4392ff7769e8ee8 Mon Sep 17 00:00:00 2001
From: Tarun Chadha <tarunchadha23@gmail.com>
Date: Wed, 1 May 2019 15:09:37 +0200
Subject: [PATCH] Styling moved to first box and redundancy removed
---
neural_nets_intro.ipynb | 250 ++++++++++++++++++----------------------
1 file changed, 113 insertions(+), 137 deletions(-)
diff --git a/neural_nets_intro.ipynb b/neural_nets_intro.ipynb
index 84fe22e..eca45ca 100644
--- a/neural_nets_intro.ipynb
+++ b/neural_nets_intro.ipynb
@@ -2,9 +2,117 @@
"cells": [
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<style>\n",
+ " \n",
+ " @import url('http://fonts.googleapis.com/css?family=Source+Code+Pro');\n",
+ " \n",
+ " @import url('http://fonts.googleapis.com/css?family=Kameron');\n",
+ " @import url('http://fonts.googleapis.com/css?family=Crimson+Text');\n",
+ " \n",
+ " @import url('http://fonts.googleapis.com/css?family=Lato');\n",
+ " @import url('http://fonts.googleapis.com/css?family=Source+Sans+Pro');\n",
+ " \n",
+ " @import url('http://fonts.googleapis.com/css?family=Lora'); \n",
+ "\n",
+ " \n",
+ " body {\n",
+ " font-family: 'Lora', Consolas, sans-serif;\n",
+ " \n",
+ " -webkit-print-color-adjust: exact important !;\n",
+ " \n",
+ " \n",
+ " \n",
+ " }\n",
+ " \n",
+ " .alert-block {\n",
+ " width: 95%;\n",
+ " margin: auto;\n",
+ " }\n",
+ " \n",
+ " .rendered_html code\n",
+ " {\n",
+ " color: black;\n",
+ " background: #eaf0ff;\n",
+ " background: #f5f5f5; \n",
+ " padding: 1pt;\n",
+ " font-family: 'Source Code Pro', Consolas, monocco, monospace;\n",
+ " }\n",
+ " \n",
+ " p {\n",
+ " line-height: 140%;\n",
+ " }\n",
+ " \n",
+ " strong code {\n",
+ " background: red;\n",
+ " }\n",
+ " \n",
+ " .rendered_html strong code\n",
+ " {\n",
+ " background: #f5f5f5;\n",
+ " }\n",
+ " \n",
+ " .CodeMirror pre {\n",
+ " font-family: 'Source Code Pro', monocco, Consolas, monocco, monospace;\n",
+ " }\n",
+ " \n",
+ " .cm-s-ipython span.cm-keyword {\n",
+ " font-weight: normal;\n",
+ " }\n",
+ " \n",
+ " strong {\n",
+ " background: #f5f5f5;\n",
+ " margin-top: 4pt;\n",
+ " margin-bottom: 4pt;\n",
+ " padding: 2pt;\n",
+ " border: 0.5px solid #a0a0a0;\n",
+ " font-weight: bold;\n",
+ " color: darkred;\n",
+ " }\n",
+ " \n",
+ " \n",
+ " div #notebook {\n",
+ " # font-size: 10pt; \n",
+ " line-height: 145%;\n",
+ " }\n",
+ " \n",
+ " li {\n",
+ " line-height: 145%;\n",
+ " }\n",
+ "\n",
+ " div.output_area pre {\n",
+ " background: #fff9d8 !important;\n",
+ " padding: 5pt;\n",
+ " \n",
+ " -webkit-print-color-adjust: exact; \n",
+ " \n",
+ " }\n",
+ " \n",
+ " \n",
+ " \n",
+ " h1, h2, h3, h4 {\n",
+ " font-family: Kameron, arial;\n",
+ "\n",
+ "\n",
+ " }\n",
+ " \n",
+ " div#maintoolbar {display: none !important;}\n",
+ "</style>\n"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# IGNORE THIS CELL WHICH CUSTOMIZES LAYOUT AND STYLING OF THE NOTEBOOK !\n",
"import matplotlib.pyplot as plt\n",
@@ -12,7 +120,7 @@
"%config InlineBackend.figure_format = 'retina'\n",
"import warnings\n",
"warnings.filterwarnings('ignore', category=FutureWarning)\n",
- "#from IPython.core.display import HTML; HTML(open(\"custom.html\", \"r\").read())"
+ "from IPython.core.display import HTML; HTML(open(\"custom.html\", \"r\").read())"
]
},
{
@@ -813,13 +921,7 @@
"350/350 [==============================] - 0s 73us/step - loss: 0.3096 - acc: 0.9314 - val_loss: 0.3596 - val_acc: 0.8800\n",
"Epoch 60/300\n",
"350/350 [==============================] - 0s 76us/step - loss: 0.3036 - acc: 0.9314 - val_loss: 0.3541 - val_acc: 0.8800\n",
- "Epoch 61/300\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
+ "Epoch 61/300\n",
"350/350 [==============================] - 0s 90us/step - loss: 0.2978 - acc: 0.9371 - val_loss: 0.3487 - val_acc: 0.8800\n",
"Epoch 62/300\n",
"350/350 [==============================] - 0s 116us/step - loss: 0.2921 - acc: 0.9343 - val_loss: 0.3434 - val_acc: 0.8800\n",
@@ -1065,13 +1167,7 @@
"350/350 [==============================] - 0s 152us/step - loss: 0.0799 - acc: 0.9800 - val_loss: 0.1238 - val_acc: 0.9533\n",
"Epoch 180/300\n",
"350/350 [==============================] - 0s 127us/step - loss: 0.0798 - acc: 0.9771 - val_loss: 0.1236 - val_acc: 0.9533\n",
- "Epoch 181/300\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
+ "Epoch 181/300\n",
"350/350 [==============================] - 0s 143us/step - loss: 0.0795 - acc: 0.9771 - val_loss: 0.1236 - val_acc: 0.9533\n",
"Epoch 182/300\n",
"350/350 [==============================] - 0s 146us/step - loss: 0.0790 - acc: 0.9800 - val_loss: 0.1233 - val_acc: 0.9533\n",
@@ -2441,126 +2537,6 @@
"source": [
"### Exercise: Load and play with the CIFAR10 dataset also included with Keras and build+train a simple CNN using it"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "#REMOVEBEGIN\n",
- "# THE LINES BELOW ARE JUST FOR STYLING THE CONTENT ABOVE !\n",
- "\n",
- "from IPython import utils\n",
- "from IPython.core.display import HTML\n",
- "import os\n",
- "def css_styling():\n",
- " \"\"\"Load default custom.css file from ipython profile\"\"\"\n",
- " base = utils.path.get_ipython_dir()\n",
- " styles = \"\"\"<style>\n",
- " \n",
- " @import url('http://fonts.googleapis.com/css?family=Source+Code+Pro');\n",
- " \n",
- " @import url('http://fonts.googleapis.com/css?family=Kameron');\n",
- " @import url('http://fonts.googleapis.com/css?family=Crimson+Text');\n",
- " \n",
- " @import url('http://fonts.googleapis.com/css?family=Lato');\n",
- " @import url('http://fonts.googleapis.com/css?family=Source+Sans+Pro');\n",
- " \n",
- " @import url('http://fonts.googleapis.com/css?family=Lora'); \n",
- "\n",
- " \n",
- " body {\n",
- " font-family: 'Lora', Consolas, sans-serif;\n",
- " \n",
- " -webkit-print-color-adjust: exact important !;\n",
- " \n",
- " \n",
- " \n",
- " }\n",
- " \n",
- " .alert-block {\n",
- " width: 95%;\n",
- " margin: auto;\n",
- " }\n",
- " \n",
- " .rendered_html code\n",
- " {\n",
- " color: black;\n",
- " background: #eaf0ff;\n",
- " background: #f5f5f5; \n",
- " padding: 1pt;\n",
- " font-family: 'Source Code Pro', Consolas, monocco, monospace;\n",
- " }\n",
- " \n",
- " p {\n",
- " line-height: 140%;\n",
- " }\n",
- " \n",
- " strong code {\n",
- " background: red;\n",
- " }\n",
- " \n",
- " .rendered_html strong code\n",
- " {\n",
- " background: #f5f5f5;\n",
- " }\n",
- " \n",
- " .CodeMirror pre {\n",
- " font-family: 'Source Code Pro', monocco, Consolas, monocco, monospace;\n",
- " }\n",
- " \n",
- " .cm-s-ipython span.cm-keyword {\n",
- " font-weight: normal;\n",
- " }\n",
- " \n",
- " strong {\n",
- " background: #f5f5f5;\n",
- " margin-top: 4pt;\n",
- " margin-bottom: 4pt;\n",
- " padding: 2pt;\n",
- " border: 0.5px solid #a0a0a0;\n",
- " font-weight: bold;\n",
- " color: darkred;\n",
- " }\n",
- " \n",
- " \n",
- " div #notebook {\n",
- " # font-size: 10pt; \n",
- " line-height: 145%;\n",
- " }\n",
- " \n",
- " li {\n",
- " line-height: 145%;\n",
- " }\n",
- "\n",
- " div.output_area pre {\n",
- " background: #fff9d8 !important;\n",
- " padding: 5pt;\n",
- " \n",
- " -webkit-print-color-adjust: exact; \n",
- " \n",
- " }\n",
- " \n",
- " \n",
- " \n",
- " h1, h2, h3, h4 {\n",
- " font-family: Kameron, arial;\n",
- " }\n",
- " \n",
- " div#maintoolbar {display: none !important;}\n",
- " </style>\"\"\"\n",
- " return HTML(styles)\n",
- "css_styling()\n",
- "#REMOVEEND"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
--
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