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    <title>📊 STA 111: Probability and Statistical Inference | Shaobo Han</title>
    <link>https://shaobohan.net/courses/sta111su18/</link>
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    <description>📊 STA 111: Probability and Statistical Inference</description>
    <generator>Wowchemy (https://wowchemy.com)</generator><language>en-us</language><copyright>© 2025 Shaobo Han</copyright><lastBuildDate>Fri, 24 Aug 2018 00:00:00 +0000</lastBuildDate>
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      <title>📊 STA 111: Probability and Statistical Inference</title>
      <link>https://shaobohan.net/courses/sta111su18/</link>
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    <item>
      <title>Lectures</title>
      <link>https://shaobohan.net/courses/sta111su18/lectures/</link>
      <pubDate>Fri, 24 Aug 2018 00:00:00 +0000</pubDate>
      <guid>https://shaobohan.net/courses/sta111su18/lectures/</guid>
      <description>&lt;h2 id=&#34;lecture-slides&#34;&gt;Lecture Slides&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec1.pdf&#34;&gt; Lecture 1: Introduction &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec2.pdf&#34;&gt; Lecture 2: Introduction to Probability &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec3.pdf&#34;&gt; Lecture 3: Basic Counting and Conditional Probability &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec4.pdf&#34;&gt; Lecture 4: Independent Events and Bayes&amp;rsquo; Theorem &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec5.pdf&#34;&gt; Lecture 5: Random Variables &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec6.pdf&#34;&gt; Lecture 6: Expectation &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec7.pdf&#34;&gt; Lecture 7: Normal Distribution &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec8.pdf&#34;&gt; Lecture 8: Miscellaneous Topics on Probability &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec9.pdf&#34;&gt; Lecture 9: Large Random Samples &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec10.pdf&#34;&gt; Lecture 10: Estimation &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec11.pdf&#34;&gt; Lecture 11: Maximum Likelihood Estimation &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec12MidRev.pdf&#34;&gt; Lecture 12: Midterm Review &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec13.pdf&#34;&gt; Lecture 13: Introduction to Data &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec14.pdf&#34;&gt; Lecture 14: Confidence Intervals: One Group &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec15.pdf&#34;&gt; Lecture 15: Confidence Intervals: Two Groups &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec16.pdf&#34;&gt; Lecture 16: Testing Hypotheses  &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec17.pdf&#34;&gt; Lecture 17: Inference using the t distribution  &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec18.pdf&#34;&gt; Lecture 18: Decision Errors and Power of a Test &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec19.pdf&#34;&gt; Lecture 19: Inference for Categorical Data &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec20.pdf&#34;&gt; Lecture 20: Chi-square Tests &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec21.pdf&#34;&gt; Lecture 21: Small Sample Inference, One-way ANOVA &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec22.pdf&#34;&gt; Lecture 22: Simple Linear Regression and Least Squares &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec23.pdf&#34;&gt; Lecture 23: Residual Analysis and Type of Outliers &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec24.pdf&#34;&gt; Lecture 24: Inference for Linear Regression &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec25.pdf&#34;&gt; Lecture 25: Multiple Linear Regression &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec26.pdf&#34;&gt; Lecture 26: Model Selection and Regression Diagnostics &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lec27.pdf&#34;&gt; Lecture 27: Final Review &lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
</description>
    </item>
    
    <item>
      <title>Labs</title>
      <link>https://shaobohan.net/courses/sta111su18/labs/</link>
      <pubDate>Fri, 24 Aug 2018 00:00:00 +0000</pubDate>
      <guid>https://shaobohan.net/courses/sta111su18/labs/</guid>
      <description>&lt;h2 id=&#34;labs&#34;&gt;Labs&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lab1.pdf&#34;&gt; Lab 1: Introduction to R, RStudio, and R Markdown &lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lab2.pdf&#34;&gt; Lab 2: Probability: Hot Hand in Basketball &lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lab3.pdf&#34;&gt; Lab 3: Visualizing Distribution Approximations &lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lab4.pdf&#34;&gt; Lab 4: Sampling Distributions of Estimators &lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lab5.pdf&#34;&gt; Lab 5: Confidence Interval &lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lab6.pdf&#34;&gt; Lab 6: Bootstrap Method &lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lab7.pdf&#34;&gt; Lab 7: Inference for Numerical Data &lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Lab8.pdf&#34;&gt; Lab 8: Inference for Categorical Data  &lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
</description>
    </item>
    
    <item>
      <title>Homework</title>
      <link>https://shaobohan.net/courses/sta111su18/homeworks/</link>
      <pubDate>Fri, 24 Aug 2018 00:00:00 +0000</pubDate>
      <guid>https://shaobohan.net/courses/sta111su18/homeworks/</guid>
      <description>&lt;h2 id=&#34;homework-assignments&#34;&gt;Homework Assignments&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/HW1.pdf&#34;&gt; Homework 1 &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/HW2.pdf&#34;&gt; Homework 2 &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/HW3.pdf&#34;&gt; Homework 3 &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/HW4.pdf&#34;&gt; Homework 4 &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/HW5.pdf&#34;&gt; Homework 5 &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/HW6.pdf&#34;&gt; Homework 6 &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/HW7.pdf&#34;&gt; Homework 7 &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/HW8.pdf&#34;&gt; Homework 8 &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/HW9&amp;amp;10.pdf&#34;&gt; Homework 9 &amp;amp; 10 &lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
</description>
    </item>
    
    <item>
      <title>Resources</title>
      <link>https://shaobohan.net/courses/sta111su18/resources/</link>
      <pubDate>Fri, 24 Aug 2018 00:00:00 +0000</pubDate>
      <guid>https://shaobohan.net/courses/sta111su18/resources/</guid>
      <description>&lt;h2 id=&#34;resources&#34;&gt;Resources&lt;/h2&gt;
&lt;p&gt;Tables:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/Binomial_and_Poisson_Cummulative_Tables.pdf&#34;&gt; Binomial and Poisson Cumulative Tables  &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/z-table.pdf&#34;&gt; Normal Probability Table &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/t-table.pdf&#34;&gt; t Probability Table &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/chisquare-table.pdf&#34;&gt; Chi-square Probability Table &lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://shaobohan.net/sta111/F_Table.pdf&#34;&gt; F Table &lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;R Homepage:
&lt;a href=&#34;https://www.r-project.org/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;https://www.r-project.org/&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;RStudio: &lt;a href=&#34;https://www.rstudio.com/products/rstudio/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;https://www.rstudio.com/products/rstudio/&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;R Shiny: &lt;a href=&#34;http://shiny.rstudio.com/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;http://shiny.rstudio.com/&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;R Markdown:
&lt;a href=&#34;https://rmarkdown.rstudio.com/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;https://rmarkdown.rstudio.com/&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;R Tutorial:
&lt;a href=&#34;http://www.cyclismo.org/tutorial/R/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;http://www.cyclismo.org/tutorial/R/&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;Intro to R Markdown:
&lt;a href=&#34;http://rpubs.com/andrew-cho/303981&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;http://rpubs.com/andrew-cho/303981&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;Quick-R: A handy reference for R:
&lt;a href=&#34;https://www.statmethods.net/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;https://www.statmethods.net/&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;Rseek: A search engine for relevant R sites:
&lt;a href=&#34;https://rseek.org/&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;https://rseek.org/&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;Corrections to Probability and Statistics 4 ed.:
&lt;a href=&#34;http://www.stat.cmu.edu/~mark/degroot/typos/typos.html&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;http://www.stat.cmu.edu/~mark/degroot/typos/typos.html&lt;/a&gt;&lt;/p&gt;
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