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<title>Ask Ghassem - Recent questions tagged softmax-regression</title>
<link>https://ask.ghassem.com/tag/softmax-regression</link>
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<title>How to calculate Softmax Regression probabilities in this example?</title>
<link>https://ask.ghassem.com/605/calculate-softmax-regression-probabilities-this-example</link>
<description>&lt;p&gt;The scatter plot of Iris Dataset is shown in the figure below. Assume&lt;strong&gt;&amp;nbsp;Softmax Regression&lt;/strong&gt;&amp;nbsp;is used to classify Iris to Setosa, Versicolor, or Viriginica&amp;nbsp;using just petal length and petal width. If&amp;nbsp; weights required for Softmax&amp;nbsp;Regression initialized to 1 for class Setosa, 2 for class Versicolor, and 3 for Virginica,&lt;/p&gt;

&lt;p&gt;1) What will be the probability of an iris with petal&amp;nbsp;length = 4.6&amp;nbsp; and petal width = 1.7 to be classified as Virginica?&amp;nbsp;&lt;/p&gt;

&lt;p&gt;2) What will be the probability of Virginica, if we use all features&amp;nbsp;petal&amp;nbsp;length = 4.6&amp;nbsp; and petal width = 1.7, sepal length = 5.5 and sepal width = 3.0&amp;nbsp;with the same weight initialization?&lt;/p&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;
&lt;p&gt;&lt;img alt=&quot;&quot; src=&quot;https://i.imgur.com/CezSTPM.png&quot;&gt;&lt;/p&gt;</description>
<category>Machine Learning</category>
<guid isPermaLink="true">https://ask.ghassem.com/605/calculate-softmax-regression-probabilities-this-example</guid>
<pubDate>Thu, 04 Apr 2019 18:20:53 +0000</pubDate>
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<item>
<title>How to calculate Softmax Regression probabilities?</title>
<link>https://ask.ghassem.com/591/how-to-calculate-softmax-regression-probabilities</link>
<description>&lt;p&gt;The scatter plot of Iris Dataset is shown in the figure below. Assume Softmax Regression is used to classify Iris to Setosa, Versicolor, or Viriginica using just petal length and petal width. If all the weights required for Softmax Regression initialized to 0.5 and the network includes bias nodes:&lt;br&gt;
&lt;br&gt;
1) Write the weight vectors and equations for calculating the class probabilities.&lt;br&gt;
&lt;br&gt;
2) We have a new iris and we have measured petal length = 4.5 &amp;nbsp;and petal width = 1.6. Using the above initial model, what would be the result of classification?&lt;br&gt;
&lt;br&gt;
3) If we change all the weights related to the class blue to 1 and keep all other weights 0.5, what will be the predicted class?&lt;/p&gt;

&lt;p&gt;&lt;img alt=&quot;&quot; src=&quot;https://i.imgur.com/CezSTPM.png&quot;&gt;&lt;/p&gt;</description>
<category>Machine Learning</category>
<guid isPermaLink="true">https://ask.ghassem.com/591/how-to-calculate-softmax-regression-probabilities</guid>
<pubDate>Thu, 21 Mar 2019 16:11:09 +0000</pubDate>
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