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<!DOCTYPE html>
<html lang="en">
<head>
<title>Calendar</title>
<!-- Latest compiled and minified Bootstrap CSS -->
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u" crossorigin="anonymous">
<link rel="stylesheet" href="./theme/css/main.css" />
</head>
<body id="index" class="home">
<nav class="navbar navbar-default navbar-fixed-top">
<div class="container">
<div class="navbar-header">
<button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false" aria-controls="navbar">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
<a class="navbar-brand" href="./">
Data 8 Summer 2019
</a>
</div>
<div id="navbar" class="collapse navbar-collapse">
<ul class="nav navbar-nav">
<li><a href="./faq.html">FAQ</a></li>
<li><a href="./office-hours.html">Office Hours</a></li>
<li><a href="./policies.html">Policies</a></li>
<li><a href="./staff.html">Staff</a></li>
<li class="dropdown">
<a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">Resources <span class="caret"></span></a>
<ul class="dropdown-menu">
<li><a href="./materials.html">Materials</a></li>
<li><a href="./python-reference.html">Python Reference</a></li>
</ul>
</li>
<li class="dropdown">
<a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">Links <span class="caret"></span></a>
<ul class="dropdown-menu">
<li><a href="http://data8.org/connector/">Connectors</a></li>
<li><a href="http://summer.datahub.berkeley.edu/">DataHub</a></li>
<li><a href="http://data8.org/datascience/">Datascience Docs</a></li>
<li><a href="https://piazza.com/berkeley/summer2019/data8">Piazza</a></li>
<li><a href="http://data.berkeley.edu">Berkeley Division of Data Sciences</a></li>
</ul>
</li>
</ul>
</div><!--/.nav-collapse -->
</div>
</nav>
<div class="container">
<h2>Calendar</h2>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Instructors</strong>: Francie McQuarrie and Natalia Mushegian</p>
<p><strong>Lecture</strong>: MTWTh 10am-11am, F 10am-12pm in 155 Dwinelle</p>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="output_wrapper">
<div class="output">
<div class="output_area">
<div class="output_html rendered_html output_subarea output_execute_result">
<div class="calendar">
<table>
<tr>
<td class="header">Date</td>
<td class="header">Topic</td>
<td class="header">Lecture</td>
<td class="header">Reading</td>
<td class="header">Assignment</td>
</tr>
<tr class="monday">
<td>
Mon 6/24
</td><td>
Introduction
</td><td>
<a href="https://docs.google.com/presentation/d/1oeWYOAwCmJuEsvYqsI6WQXuQskKkEzcauKPaFLaWltk/edit?usp=sharing">Slides</a>, , <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec01.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/01/what-is-data-science.html">1</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lab/lab01/lab01.ipynb">Lab 01: Expressions</a></div>
</td></tr>
<tr class="tuesday">
<td>
Tue 6/25
</td><td>
Cause and Effect, Experiments
</td><td>
<a href="https://docs.google.com/presentation/d/1QuD8z1BkfLwOP75xRnabLwnjGjNiBu9vUaV2ADhq65U/edit#slide=id.g2fafb72925_1_26">Slides</a>,
</td><td>
<a href="https://www.inferentialthinking.com/chapters/02/causality-and-experiments.html">2</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw01/hw01.ipynb">Homework 01</a> (Due Fri 6/28)</div>
</td></tr>
<tr class="wednesday">
<td>
Wed 6/26
</td><td>
Tables
</td><td>
<a href="https://docs.google.com/presentation/d/1N0S7_fHvhSSgLpSPpCTaJ4rxSy_GLF_IoT4lFoFBDDY/edit?usp=sharing">Slides</a>, , <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec03.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/03/programming-in-python.html">3</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lab/lab02/lab02.ipynb">Lab 02: Table Operations</a></div>
</td></tr>
<tr class="thursday">
<td>
Thu 6/27
</td><td>
Data Types
</td><td>
<a href="https://docs.google.com/presentation/d/1p3U6lE5QlLhHw-2rCyheJHFdra5EUw_23PYHa9eY0o4/edit#slide=id.g5c239d5be1_0_40">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec04-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec04.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/04/data-types.html">4</a>, <a href="https://www.inferentialthinking.com/chapters/05/sequences.html">5</a>
</td><td>
</td></tr>
<tr class="friday">
<td>
Fri 6/28
</td><td>
Building Tables, Examples
</td><td>
<a href="https://docs.google.com/presentation/d/1jegMjOKUmbHDqg88rC9_4fiOND-rk40UhTnP6rKmA30/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec05-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec05.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/06/tables.html">6</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw02/hw02.ipynb">Homework 02</a> (Due Tue 7/2)</div>
</td></tr>
<tr class="monday">
<td>
Mon 7/1
</td><td>
Charts
</td><td>
<a href="https://docs.google.com/presentation/d/1n_o81HP5FQcWyvWXmhCiLRuzhyH-qdquvN4BkENFzLo/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec06-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec06.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/07/visualization.html">7</a>, <a href="https://www.inferentialthinking.com/chapters/07/1/visualizing-categorical-distributions.html">7.1</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lab/lab03/lab03.ipynb">Lab 03: Data Types and Arrays</a></div>
</td></tr>
<tr class="tuesday">
<td>
Tue 7/2
</td><td>
Histograms
</td><td>
<a href="https://docs.google.com/presentation/d/1nf62foAsIsDwYi_WD4BGaIEO2B_kIiFhrsdn96QKTII/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec07-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec07.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/07/2/visualizing-numerical-distributions.html">7.2</a>, <a href="https://www.inferentialthinking.com/chapters/07/3/overlaid-graphs.html">7.3</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw03/hw03.ipynb">Homework 03</a> (Due Fri 7/5)</div>
</td></tr>
<tr class="wednesday">
<td>
Wed 7/3
</td><td>
Functions
</td><td>
<a href="https://docs.google.com/presentation/d/1nTxH5vcgns4BRUTnIB2b_009L1leOdtMlPwVGpCAC8Q/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec08-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec08.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/08/functions-and-tables.html">8</a>, <a href="https://www.inferentialthinking.com/chapters/08/1/applying-a-function-to-a-column.html">8.1</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lab/lab04/lab04.ipynb">Lab 04: Histograms and Functions</a></div>
</td></tr>
<tr class="thursday">
<td>
Thu 7/4
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="friday">
<td>
Fri 7/5
</td><td>
Groups, Joins, Examples
</td><td>
<a href="https://docs.google.com/presentation/d/1KYTEQEmeayabJPTtNXyJT7fUcRmDOaADqwN4YpOxBIQ/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec09-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec09.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/08/2/classifying-by-one-variable.html">8.2</a>, <a href="https://www.inferentialthinking.com/chapters/08/3/cross-classifying-by-more-than-one-variable.html">8.3</a>, <a href="https://www.inferentialthinking.com/chapters/08/4/joining-tables-by-columns.html">8.4</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw04/hw04.ipynb">Homework 04</a> (Due Tue 7/9)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/project/project1/project1.ipynb">Project 1: World Progress</a></div>
<div>(Due Sat 7/13)</div>
</td></tr>
<tr class="monday">
<td>
Mon 7/8
</td><td>
Tables Review
</td><td>
<a href="https://docs.google.com/presentation/d/1BVi_MgLdr-2VlZemCQlNp3INfeLtW8zS2DfONBi4BrQ/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec10-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec10.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/08/5/bike-sharing-in-the-bay-area.html">8.5</a>
</td><td>
<div>Lab: Project 1</div>
</td></tr>
<tr class="tuesday">
<td>
Tue 7/9
</td><td>
Iteration
</td><td>
<a href="https://docs.google.com/presentation/d/1EMoWfjUvivaFtDoHIJDiKyZdY5tzFH2OH1fGO22jwuU/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec11-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec11.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/09/randomness.html">9</a>, <a href="https://www.inferentialthinking.com/chapters/09/1/conditional-statements.html">9.1</a>, <a href="https://www.inferentialthinking.com/chapters/09/2/iteration.html">9.2</a>, <a href="https://www.inferentialthinking.com/chapters/09/3/simulation.html">9.3</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw05/hw05.ipynb">Homework 05</a> (Due Fri 7/12)</div>
</td></tr>
<tr class="wednesday">
<td>
Wed 7/10
</td><td>
Chance, Conditioning
</td><td>
<a href="https://docs.google.com/presentation/d/1cUe3wuxS_lcBH7A2yKjp6S0qi9Dr2d8m1JLcGVgdiqk/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec12-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec12.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/09/5/finding-probabilities.html">9.5</a>, <a href="https://www.inferentialthinking.com/chapters/18/1/more-likely-than-not-binary-classifier.html">18.1</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lab/lab05/lab05.ipynb">Lab 05: Sampling</a></div>
</td></tr>
<tr class="thursday">
<td>
Thu 7/11
</td><td>
Conditioning continued, Probability Sampling
</td><td>
<a href="https://docs.google.com/presentation/d/1QASc6j1yOWtHr7O_riVTcCj3IkM33JTgvB_ceeKg3cE/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec13-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec13.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/18/1/more-likely-than-not-binary-classifier.html">18.1</a>, <a href="https://www.inferentialthinking.com/chapters/18/2/making-decisions.html">18.2</a>, <a href="https://www.inferentialthinking.com/chapters/10/sampling-and-empirical-distributions.html">10</a>
</td><td>
</td></tr>
<tr class="friday">
<td>
Fri 7/12
</td><td>
Sampling and Statistics, Distributions
</td><td>
<a href="https://docs.google.com/presentation/d/1U-7mXaTrklu2ZG3yzKae5aexn8r4uigbSnzaLXKnf-k/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec14-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec14.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/10/1/empirical-distributions.html">10.1</a>, <a href="https://www.inferentialthinking.com/chapters/10/2/sampling-from-a-population.html">10.2</a>, <a href="https://www.inferentialthinking.com/chapters/10/3/empirical-distribution-of-a-statistic.html">10.3</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw06/hw06.ipynb">Homework 06</a> (Due Tue 7/16)</div>
</td></tr>
<tr class="monday">
<td>
Mon 7/15
</td><td>
Comparing Models
</td><td>
<a href="https://docs.google.com/presentation/d/1AYUrtUXH71MeVNjsFhEN5Lyux9qj7ld-kTjH7AylnJo/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec15-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec15.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/11/testing-hypotheses.html">11</a>, <a href="https://www.inferentialthinking.com/chapters/11/1/assessing-models.html">11.1</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lab/lab06/lab06.ipynb">Lab 06: Comparing Models</a></div>
</td></tr>
<tr class="tuesday">
<td>
Tue 7/16
</td><td>
Testing Hypotheses 1
</td><td>
<a href="https://docs.google.com/presentation/d/1fZCgPKbysE7rB8nZeNzsD3k7fE_AKp9HuJxWC6Yex4c/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec16-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec16.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/11/2/multiple-categories.html">11.2</a>, <a href="https://www.inferentialthinking.com/chapters/11/3/decisions-and-uncertainty.html">11.3</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw07/hw07.ipynb">Homework 07</a> (Due Fri 7/19)</div>
</td></tr>
<tr class="wednesday">
<td>
Wed 7/17
</td><td>
Testing Hypotheses 2
</td><td>
<a href="https://docs.google.com/presentation/d/1riT4ULVaJN9ZzU88RDeiFy3TPk1aMwX34yWTs0SuSA4/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec17-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec17.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/11/3/decisions-and-uncertainty.html">11.3</a>, <a href="https://www.inferentialthinking.com/chapters/11/4/Error_Probabilities.html">11.4</a>
</td><td>
<div>Lab: Midterm Review</div>
</td></tr>
<tr class="thursday">
<td>
Thu 7/18
</td><td>
Midterm Review
</td><td>
<a href="https://docs.google.com/presentation/d/1axYyITTFPpaROrMlX3HG91aA8pQ-VXDk9lbrNesOsvA/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec18-live.ipynb">Live</a>
</td><td>
</td><td>
</td></tr>
<tr class="friday">
<td>
Fri 7/19
</td><td>
Midterm
</td><td>
</td><td>
</td><td>
<div>Midterm (in class)</div>
</td></tr>
<tr class="monday">
<td>
Mon 7/22
</td><td>
AB Testing 1
</td><td>
<a href="https://docs.google.com/presentation/d/14SEIUUrCmtZH5V5vNV7k__Dg9eYZfMJod6YpCP_RLhU/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec19-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec19.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/12/comparing-two-samples.html">12</a>, <a href="https://www.inferentialthinking.com/chapters/12/1/ab-testing.html">12.1</a>, <a href="https://www.inferentialthinking.com/chapters/12/2/deflategate.html">12.2</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lab/lab07/lab07.ipynb">Lab 07: A/B Testing</a></div>
</td></tr>
<tr class="tuesday">
<td>
Tue 7/23
</td><td>
AB Testing 2, Examples
</td><td>
<a href="https://docs.google.com/presentation/d/1kRXACWGtnEuPeR8Gcu5vxm87n_4oVZqz1heX0aFkOWA/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec20-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec20.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/12/3/causality.html">12.3</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw08/hw08.ipynb">Homework 08</a> (Due Fri 7/26)</div>
</td></tr>
<tr class="wednesday">
<td>
Wed 7/24
</td><td>
Bootstrap
</td><td>
<a href="https://docs.google.com/presentation/d/1q2wBuXMn4-d_656MUUtpFwzKz-fA7808OaBWQMpwDbY/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec21-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec21.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/13/estimation.html">13</a>, <a href="https://www.inferentialthinking.com/chapters/13/1/percentiles.html">13.1</a>, <a href="https://www.inferentialthinking.com/chapters/13/2/bootstrap.html">13.2</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lab/lab08/lab08.ipynb">Lab 08: The Bootstrap</a></div>
</td></tr>
<tr class="thursday">
<td>
Thu 7/25
</td><td>
Interpreting Confidence
</td><td>
<a href="https://docs.google.com/presentation/d/1draJj61JwKnm8nXHg4I6pZBzC85EW03qb-BTqkbsq5c/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec22-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec22.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/13/3/confidence-intervals.html">13.3</a>, <a href="https://www.inferentialthinking.com/chapters/13/4/using-confidence-intervals.html">13.4</a>
</td><td>
</td></tr>
<tr class="friday">
<td>
Fri 7/26
</td><td>
Center and Spread, The Normal Distribution
</td><td>
<a href="https://docs.google.com/presentation/d/1-yqJXTQSMqE3bcIZu3K5UjbQ5HlSVAXT3VyZciCwndY/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec23-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec23.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/14/why-the-mean-matters.html">14</a>, <a href="https://www.inferentialthinking.com/chapters/14/1/properties-of-the-mean.html">14.1</a>, <a href="https://www.inferentialthinking.com/chapters/14/2/variability.html">14.2</a>, <a href="https://www.inferentialthinking.com/chapters/14/3/sd-and-the-normal-curve.html">14.3</a>, <a href="https://www.inferentialthinking.com/chapters/14/4/central-limit-theorem.html">14.4</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw09/hw09.ipynb">Homework 09</a> (Due Tue 7/30)</div>
</td></tr>
<tr class="monday">
<td>
Mon 7/29
</td><td>
Sample Means
</td><td>
<a href="https://docs.google.com/presentation/d/17FkRLGjaedk2TJX8c8xDkno_L5Er3oCClTWyyZrA6UM/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec24-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec24.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/14/5/variability-of-the-sample-mean.html">14.5</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lab/lab09/lab09.ipynb">Lab 09: Sample Means</a></div>
</td></tr>
<tr class="tuesday">
<td>
Tue 7/30
</td><td>
Sample Sizes
</td><td>
<a href="https://docs.google.com/presentation/d/1VeSldnQ15zfNvsW6GR-D4-sZQNDFZPlJrbJkAQIYIW4/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec25-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec25.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/14/6/choosing-a-sample-size.html">14.6</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw10/hw10.ipynb">Homework 10</a> (Due Fri 8/2)</div>
</td></tr>
<tr class="wednesday">
<td>
Wed 7/31
</td><td>
Correlation
</td><td>
<a href="https://docs.google.com/presentation/d/1-7ynsuUZEkM78tZfdB2K3w808LeH_TdxrKP5dEeDG-I/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec26-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec26.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/15/prediction.html">15</a>, <a href="https://www.inferentialthinking.com/chapters/15/1/correlation.html">15.1</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lab/lab10/lab10.ipynb">Lab 10: Correlation</a></div>
</td></tr>
<tr class="thursday">
<td>
Thu 8/1
</td><td>
Linear Regression
</td><td>
<a href="https://docs.google.com/presentation/d/1x6TB0YJDvtOs5rxezBPLOo1H7KltmXY_KaGm1e-Tvfg/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec27-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec27.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/15/2/regression-line.html">15.2</a>
</td><td>
</td></tr>
<tr class="friday">
<td>
Fri 8/2
</td><td>
Least Squares, Residuals
</td><td>
<a href="https://docs.google.com/presentation/d/1TILmDFUp0fN0VrQuhXGQZwItPusa3YzqLU-Dnuje2sE/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec28-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec28.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/15/3/method-of-least-squares.html">15.3</a>, <a href="https://www.inferentialthinking.com/chapters/15/4/least-squares-regression.html">15.4</a>, <a href="https://www.inferentialthinking.com/chapters/15/5/visual-diagnostics.html">15.5</a>, <a href="https://www.inferentialthinking.com/chapters/15/6/numerical-diagnostics.html">15.6</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw11/hw11.ipynb">Homework 11</a> (Due Tue 8/6)</div>
</td></tr>
<tr class="monday">
<td>
Mon 8/5
</td><td>
Regression Inference, Regression Review
</td><td>
<a href="https://docs.google.com/presentation/d/1pKtpExqeipiBGvWpKC_eaKO9BqQ0_ZfpEKKLOHJRSXA/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec29-live.ipynb">Live</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec29.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/16/inference-for-regression.html">16</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lab/lab11/lab11.ipynb">Lab 11: Regression</a></div>
</td></tr>
<tr class="tuesday">
<td>
Tue 8/6
</td><td>
Regression Review
</td><td>
<a href="https://docs.google.com/presentation/d/1LM5UhPTghiqMVi3-oyE_PTY0RYG-5O8TxwI4Q8NFuLU/edit?usp=sharing">Slides</a>, , <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec30.ipynb">Demos</a>
</td><td>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/hw/hw12/hw12.ipynb">Homework 12</a> (Due Fri 8/9)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/project/project2/project2.ipynb">Project 2: Classifying Movies</a></div>
<div>(Due Mon 8/12)</div>
</td></tr>
<tr class="wednesday">
<td>
Wed 8/7
</td><td>
Classification 1
</td><td>
<a href="https://docs.google.com/presentation/d/1JftdP7N7C7napjM51v4fuAZxwezDE9Gl1qMf0exDppE/edit#slide=id.g5e344beea6_0_64">Slides</a>, , <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec31.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/17/classification.html">17</a>, <a href="https://www.inferentialthinking.com/chapters/17/1/nearest-neighbors.html">17.1</a>, <a href="https://www.inferentialthinking.com/chapters/17/2/training-and-testing.html">17.2</a>, <a href="https://www.inferentialthinking.com/chapters/17/3/rows-of-tables.html">17.3</a>
</td><td>
<div>Lab: Project 2</div>
</td></tr>
<tr class="thursday">
<td>
Thu 8/8
</td><td>
Classification 2
</td><td>
<a href="https://docs.google.com/presentation/d/1-pQYlNlK1fT8QjgcrxyyAO7XiIkxbp1bfChwHmr7dlg/edit?usp=sharing">Slides</a>, , <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su19&subPath=materials/su19/lec/lec32.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/17/4/implementing-the-classifier.html">17.4</a>
</td><td>
</td></tr>
<tr class="friday">
<td>
Fri 8/9
</td><td>
Conclusion
</td><td>
<a href="https://docs.google.com/presentation/d/1LEzWpc-urJA5ehuqREMhIC0F8jvCRkVmel861vZ_cgo/edit?usp=sharing">Slides</a>,
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
Mon 8/12
</td><td>
Review 1 (Coding, Hypothesis Testing)
</td><td>
<a href="https://docs.google.com/presentation/d/1ecinE4FD0hOjGe0gCtB2DebP8tEGe2D-yP0wjYXh75I/edit?usp=sharing">Slides</a>,
</td><td>
</td><td>
</td></tr>
<tr class="tuesday">
<td>
Tue 8/13
</td><td>
Review 2 (CIs, Normal Distribution, Sample Means)
</td><td>
<a href="https://docs.google.com/presentation/d/1DSTBtuKyCSi1AW8lPYs1nh8Rd6dghvRPCDkCqwPux2g/edit?usp=sharing">Slides</a>,
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 8/14
</td><td>
Review 3 (Regression, Inference, Classification)
</td><td>
<a href="https://docs.google.com/presentation/d/1WqCgslFjG-pJvu0y0W6vIyAZk5iz4a0Yz-LuYryJePA/edit?usp=sharing">Slides</a>,
</td><td>
</td><td>
</td></tr>
<tr class="thursday">
<td>
Thu 8/15
</td><td>
Final Exam
</td><td>
</td><td>
</td><td>
<div>Final (5pm)</div>
</td></tr>
</table>
</div>
</div>
</div>
</div>
</div>
</div>
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