<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Maximum Likelihood on Arshad Siddiqui</title><link>https://arshadhs.github.io/tags/maximum-likelihood/</link><description>Recent content in Maximum Likelihood on Arshad Siddiqui</description><generator>Hugo</generator><language>en-us</language><atom:link href="https://arshadhs.github.io/tags/maximum-likelihood/index.xml" rel="self" type="application/rss+xml"/><item><title>Hypothesis Testing</title><link>https://arshadhs.github.io/docs/ai/statistics/040-hypothesis-testing/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://arshadhs.github.io/docs/ai/statistics/040-hypothesis-testing/</guid><description>&lt;h1 id="hypothesis-testing">
 Hypothesis Testing
 
 &lt;a class="anchor" href="#hypothesis-testing">#&lt;/a>
 
&lt;/h1>
&lt;p>Hypothesis testing is a statistical decision-making method used to decide whether sample evidence is strong enough to reject an initial assumption about a population.&lt;/p>
&lt;p>It connects probability, sampling distributions, confidence intervals, significance levels, and decision rules.&lt;/p>
&lt;blockquote class="book-hint info">
&lt;p>&lt;strong>Key takeaway:&lt;/strong>&lt;br>
Hypothesis testing is not about proving something with certainty.&lt;/p>
&lt;p>It is about asking:&lt;/p>

&lt;blockquote class='book-hint '>
 &lt;p>If the null hypothesis were true, how surprising would this sample result be?&lt;/p></description></item></channel></rss>