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	<id>https://zeus.phys.uconn.edu/wiki/index.php?action=history&amp;feed=atom&amp;title=Keras</id>
	<title>Keras - Revision history</title>
	<link rel="self" type="application/atom+xml" href="https://zeus.phys.uconn.edu/wiki/index.php?action=history&amp;feed=atom&amp;title=Keras"/>
	<link rel="alternate" type="text/html" href="https://zeus.phys.uconn.edu/wiki/index.php?title=Keras&amp;action=history"/>
	<updated>2026-04-12T11:13:59Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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	<entry>
		<id>https://zeus.phys.uconn.edu/wiki/index.php?title=Keras&amp;diff=36367&amp;oldid=prev</id>
		<title>Mcintyre: /* Keras */</title>
		<link rel="alternate" type="text/html" href="https://zeus.phys.uconn.edu/wiki/index.php?title=Keras&amp;diff=36367&amp;oldid=prev"/>
		<updated>2023-03-08T00:26:18Z</updated>

		<summary type="html">&lt;p&gt;&lt;span dir=&quot;auto&quot;&gt;&lt;span class=&quot;autocomment&quot;&gt;Keras&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left diff-editfont-monospace&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 00:26, 8 March 2023&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Keras ==&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;== Keras ==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;font&amp;gt;&amp;lt;i&amp;gt;  &lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;font&amp;gt;&amp;lt;i&amp;gt; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;Keras is an open-source software library that provides a Python interface for artificial neural networks. Designed to enable fast experimentation with deep neural networks, it focuses on being user-friendly, modular, and extensible.&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt; &lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;Keras contains numerous implementations of commonly used neural-network building blocks such as layers, objectives, activation functions, optimizers, and a host of tools to make working with image and text data easier to simplify the coding necessary for writing deep neural network code. The code is hosted on GitHub. In addition to standard neural networks, Keras has support for convolutional and recurrent neural networks. It supports other common utility layers like dropout, batch normalization, and pooling. Keras allows users to productize deep models on smartphones (iOS and Android), on the web, or on the Java Virtual Machine. It also allows use of distributed training of deep-learning models on clusters of Graphics processing units (GPU) and tensor processing units (TPU). [https://en.wikipedia.org/wiki/Keras &amp;lt;b&amp;gt;This information was copied from wikipedia.&amp;lt;/b&amp;gt;] &lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;br&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;br&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;br&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;br&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;u&amp;gt;&amp;lt;b&amp;gt;Below are some websites with more information and beginner tutorials&amp;lt;/u&amp;gt;:&amp;lt;/b&amp;gt;&amp;lt;/i&amp;gt;&amp;lt;/font&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;u&amp;gt;&amp;lt;b&amp;gt;Below are some websites with more information and beginner tutorials&amp;lt;/u&amp;gt;:&amp;lt;/b&amp;gt;&amp;lt;/i&amp;gt;&amp;lt;/font&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [https://www.&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;learndatasci&lt;/del&gt;.com/&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;tutorials&lt;/del&gt;/&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;python&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;pandas&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;tutorial&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;complete&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;introduction&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;for&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;beginners/ Python Pandas Tutorial: A Complete Introduction for Beginners &lt;/del&gt;&amp;lt;b&amp;gt;(&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;learndatasci&lt;/del&gt;.com)&amp;lt;/b&amp;gt;]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [https://www.&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;infoworld&lt;/ins&gt;.com/&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;article&lt;/ins&gt;/&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;3336192/what-is-keras&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;the&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;deep&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;neural&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;network&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;api&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;explained.html What is Keras? &lt;/ins&gt;&amp;lt;b&amp;gt;(&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;infoworld&lt;/ins&gt;.com)&amp;lt;/b&amp;gt;]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [https://&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;towardsdatascience&lt;/del&gt;.com/&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;how&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;to&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;master&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;pandas&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;for&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;data-science-b8ab0a9b1042 How &lt;/del&gt;to &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;Master Pandas for Data Science &lt;/del&gt;&amp;lt;b&amp;gt;(&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;towardsdatascience&lt;/del&gt;.com)&amp;lt;/b&amp;gt;]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [https://&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;elitedatascience&lt;/ins&gt;.com/&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;keras&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;tutorial&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;deep&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;learning&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;in&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;python Keras Tutorial: The Ultimate Beginner’s Guide &lt;/ins&gt;to &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;Deep Learning in Python &lt;/ins&gt;&amp;lt;b&amp;gt;(&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;elitedatascience&lt;/ins&gt;.com)&amp;lt;/b&amp;gt;]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [https://www.&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;kaggle&lt;/del&gt;.com/&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;learn/pandas Solve Short Hands-on Data Manipulation Challenges &lt;/del&gt;&amp;lt;b&amp;gt;(&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;kaggle&lt;/del&gt;.com)&amp;lt;/b&amp;gt;]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [https://www.&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;javatpoint&lt;/ins&gt;.com/&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;keras Keras Tutorial &lt;/ins&gt;&amp;lt;b&amp;gt;(&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;javatpoint&lt;/ins&gt;.com)&amp;lt;/b&amp;gt;]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [https://&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;machinelearningmastery&lt;/del&gt;.&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;com&lt;/del&gt;/&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;prepare-data-for-machine-&lt;/del&gt;learning&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;-in-python-with-pandas/ Prepare Data &lt;/del&gt;for &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;Machine Learning in Python with Pandas &lt;/del&gt;&amp;lt;b&amp;gt;(&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;machinelearningmastery&lt;/del&gt;.&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;com&lt;/del&gt;)&amp;lt;/b&amp;gt;]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [https://&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;keras&lt;/ins&gt;.&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;io&lt;/ins&gt;/ &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;Keras: Deep &lt;/ins&gt;learning for &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;humans &lt;/ins&gt;&amp;lt;b&amp;gt;(&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;keras&lt;/ins&gt;.&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;io&lt;/ins&gt;)&amp;lt;/b&amp;gt;]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [https://&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;towardsdatascience&lt;/del&gt;.com/&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;data&lt;/del&gt;-&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;manipulation-for-machine-learning-with-pandas-ab23e79ba5de Data Manipulation for Machine Learning with Pandas &lt;/del&gt;&amp;lt;b&amp;gt;(&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;towardsdatascience&lt;/del&gt;.com)&amp;lt;/b&amp;gt;]&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [https://&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;github&lt;/ins&gt;.com/&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;keras&lt;/ins&gt;-&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;team/keras Keras GitHub &lt;/ins&gt;&amp;lt;b&amp;gt;(&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;github&lt;/ins&gt;.com)&amp;lt;/b&amp;gt;]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;br&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;br&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Mcintyre</name></author>
	</entry>
	<entry>
		<id>https://zeus.phys.uconn.edu/wiki/index.php?title=Keras&amp;diff=36364&amp;oldid=prev</id>
		<title>Mcintyre: Created page with &quot;== Keras == &lt;font&gt;&lt;i&gt;  &lt;br&gt; &lt;br&gt; &lt;u&gt;&lt;b&gt;Below are some websites with more information and beginner tutorials&lt;/u&gt;:&lt;/b&gt;&lt;/i&gt;&lt;/font&gt; * [https://www.learndatasci.com/tutorials/pytho...&quot;</title>
		<link rel="alternate" type="text/html" href="https://zeus.phys.uconn.edu/wiki/index.php?title=Keras&amp;diff=36364&amp;oldid=prev"/>
		<updated>2023-03-08T00:08:16Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;== Keras == &amp;lt;font&amp;gt;&amp;lt;i&amp;gt;  &amp;lt;br&amp;gt; &amp;lt;br&amp;gt; &amp;lt;u&amp;gt;&amp;lt;b&amp;gt;Below are some websites with more information and beginner tutorials&amp;lt;/u&amp;gt;:&amp;lt;/b&amp;gt;&amp;lt;/i&amp;gt;&amp;lt;/font&amp;gt; * [https://www.learndatasci.com/tutorials/pytho...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;== Keras ==&lt;br /&gt;
&amp;lt;font&amp;gt;&amp;lt;i&amp;gt; &lt;br /&gt;
&amp;lt;br&amp;gt;&lt;br /&gt;
&amp;lt;br&amp;gt;&lt;br /&gt;
&amp;lt;u&amp;gt;&amp;lt;b&amp;gt;Below are some websites with more information and beginner tutorials&amp;lt;/u&amp;gt;:&amp;lt;/b&amp;gt;&amp;lt;/i&amp;gt;&amp;lt;/font&amp;gt;&lt;br /&gt;
* [https://www.learndatasci.com/tutorials/python-pandas-tutorial-complete-introduction-for-beginners/ Python Pandas Tutorial: A Complete Introduction for Beginners &amp;lt;b&amp;gt;(learndatasci.com)&amp;lt;/b&amp;gt;]&lt;br /&gt;
* [https://towardsdatascience.com/how-to-master-pandas-for-data-science-b8ab0a9b1042 How to Master Pandas for Data Science &amp;lt;b&amp;gt;(towardsdatascience.com)&amp;lt;/b&amp;gt;]&lt;br /&gt;
* [https://www.kaggle.com/learn/pandas Solve Short Hands-on Data Manipulation Challenges &amp;lt;b&amp;gt;(kaggle.com)&amp;lt;/b&amp;gt;]&lt;br /&gt;
* [https://machinelearningmastery.com/prepare-data-for-machine-learning-in-python-with-pandas/ Prepare Data for Machine Learning in Python with Pandas &amp;lt;b&amp;gt;(machinelearningmastery.com)&amp;lt;/b&amp;gt;]&lt;br /&gt;
* [https://towardsdatascience.com/data-manipulation-for-machine-learning-with-pandas-ab23e79ba5de Data Manipulation for Machine Learning with Pandas &amp;lt;b&amp;gt;(towardsdatascience.com)&amp;lt;/b&amp;gt;]&lt;br /&gt;
&lt;br /&gt;
&amp;lt;br&amp;gt;&lt;/div&gt;</summary>
		<author><name>Mcintyre</name></author>
	</entry>
</feed>