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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" />
<link rel="icon" href="./assets/images/favicon.ico" type="image/x-icon">
<link rel="shortcut icon" href="./assets/images/favicon.ico" type="image/x-icon">
</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 2021
</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>
<li><a href="./supplemental-videos.html">Supplemental Videos</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://datahub.berkeley.edu/">DataHub</a></li>
<li><a href="http://data8.org/datascience/">Datascience Docs</a></li>
<li><a href="https://piazza.com/class/kp3pm9u0kf85n2">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>: Yanay Rosen and Katherine Tsai</p>
</div>
</div>
</div>
<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>Lecture</strong>: MTuWTh 10am-11am, F 10am-12pm</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">Week</td>
<td class="header">Lecture Number</td>
<td class="header">Date</td>
<td class="header">Topic</td>
<td class="header">Lecture</td>
<td class="header">Reading</td>
<td class="header">Discussion</td>
<td class="header">Assignment</td>
</tr>
<tr class="wednesday">
<td rowspan="span">
Week 1
</td><td>
1
</td><td>
Mon 06/21
</td><td>
Introduction
</td><td>
<a href="https://docs.google.com/presentation/d/1wIuWf0K7kWnmKxfn7wcVyq_uTlthG4uSgozq_oJLJcM/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec01.ipynb">Demos</a>, <a href="https://youtu.be/3XeyljhNvy0">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/01/1/intro.html">1.1</a>, <a href="https://www.inferentialthinking.com/chapters/01/2/why-data-science.html">1.2</a>, <a href="https://www.inferentialthinking.com/chapters/01/3/Plotting_the_Classics.html">1.3</a>
</td><td>
<div><a href="https://docs.google.com/document/d/1xQal-o4xAe1KvWH3Pb9kD8ii0Dg3uO0BOXfYMcHdDJY/edit?usp=sharing">Worksheet 01</a> (<a href="https://docs.google.com/document/d/1MZv9CzxvTKNIsPdhRiwHIn8PvWPCzYsomQuSikzjwMU/edit">Solutions</a>)</div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/lab/lab01/lab01.ipynb">Lab 01: Expressions</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
2
</td><td>
Tue 06/22
</td><td>
Cause and Effect
</td><td>
<a href="https://docs.google.com/presentation/d/1Xk_nVVWAkdfOZ3mbNst28isurPin6cNRVFJ5KRMwNyw/edit?usp=sharing">Slides</a>, <a href="https://youtu.be/zlM-Qm6RZFI">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/02/causality-and-experiments.html">2</a>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw01/hw01.ipynb">Homework 01</a> (Due Fri 06/25)</div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
3
</td><td>
Wed 06/23
</td><td>
Tables
</td><td>
<a href="https://docs.google.com/presentation/d/1yFCK6GMazIjy3H7jnGjf-fJwpTqh3syFyvrjwikrrTo/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec03.ipynb">Demos</a>, <a href="https://youtu.be/mNCVI9QmRN8">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/03/programming-in-python.html">3</a>
</td><td>
<div><a href="https://docs.google.com/document/d/1GWGlpCQ3ne_qgDjMGGDUWe99RHpP6j2pJfvyP1UqEoU/edit">Worksheet 02</a> (<a href="https://docs.google.com/document/d/16M6UwhlzrpUKVDMO2AG3t7Ed5DwHBXk4I38j10Leu6k/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/lab/lab02/lab02.ipynb">Lab 02: Table Operations</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
4
</td><td>
Thu 06/24
</td><td>
Data Types
</td><td>
<a href="https://docs.google.com/presentation/d/1ofxFnrPM28aKoRCVziasOIvdzMQM3Aav-UZ-66cHnrM/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec04.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=s6u6hDaT3bM">Video</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><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
5
</td><td>
Fri 06/25
</td><td>
Building Tables, Census
</td><td>
<a href="https://docs.google.com/presentation/d/1nr0cd8fjlPvzBsmY-Nh63MfdeJoh5DkkMi-Zxpnxr8o/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec05.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=1HugoxqIQT4">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/06/1/Sorting_Rows.html">6.1</a>, <a href="https://www.inferentialthinking.com/chapters/06/2/Selecting_Rows.html">6.2</a>, <a href="https://www.inferentialthinking.com/chapters/06/3/Example_Trends_in_the_Population_of_the_United_States.html">6.3</a>, <a href="https://www.inferentialthinking.com/chapters/06/4/Example_Gender_Ratio_in_the_US_Population.html">6.4</a>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw02/hw02.ipynb">Homework 02</a> (Due Tue 06/29)</div>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 2
</td><td>
6
</td><td>
Mon 06/28
</td><td>
Charts
</td><td>
<a href="https://youtu.be/8Ro2MM5-f0I">Video</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="https://docs.google.com/document/d/1iEaghkedKuZBXAqVbe9mGnR8cr1e9ZQT2jTX1a8UvgE/edit">Worksheet 03</a> (<a href="https://docs.google.com/document/d/1Qo8lhvMDfPE9WuMFPPK55iYAXp9goEPafTt3LNmIheg">Solutions</a>)</div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/lab/lab03/lab03.ipynb">Lab 03: Data Types and Creating & Extending Tables</a></div>
</td></tr>
<tr class="monday">
<td>
</td><td>
7
</td><td>
Tue 06/29
</td><td>
Distributions
</td><td>
<a href="https://docs.google.com/presentation/d/1xprBW5IhVVYHQnafCUBgdqOJG-q4CZlmKThTpsx8U6Q/edit#slide=id.g610d9f86d0_0_5">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec07.ipynb">Demos</a>, <a href="https://youtu.be/WGxeKPRy7qI">Video</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>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw03/hw03.ipynb">Homework 03</a> (Due Fri 07/02)</div>
</td></tr>
<tr class="monday">
<td>
</td><td>
8
</td><td>
Wed 06/30
</td><td>
Histograms
</td><td>
<a href="https://docs.google.com/presentation/d/1OQum4QnYqCwcVc_t_WZEIJZx1RjTW1AdjisMiIAr4iA/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec08.ipynb">Demos</a>, <a href="https://youtu.be/rfJILQ6aBmk">Video</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="https://docs.google.com/document/d/1RbfkoSwFFq7yRPX7TF4ghrjamtKJiOgEZdB8R1YaFYM/edit?usp=sharing">Worksheet 04</a> (<a href="https://docs.google.com/document/d/1gYWV_te7p2ynNBy4YWxRMG3KESdAGS5QJsXHJ3yOh9g/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/lab/lab04/lab04.ipynb">Lab 04: Functions and Visualizations</a></div>
</td></tr>
<tr class="monday">
<td>
</td><td>
9
</td><td>
Thu 07/01
</td><td>
Functions
</td><td>
<a href="https://docs.google.com/presentation/d/1h__mHYVkKwWQpicgyTmDBJ2K-uCd_ZeEBy1Bzn3G9oo/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec09.ipynb">Demos</a>, <a href="https://youtu.be/1qpAhMMTFW4">Video</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>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
10
</td><td>
Fri 07/02
</td><td>
Groups, Pivots and Joins
</td><td>
<a href="https://docs.google.com/presentation/d/1jgGRcLMIixefSLA7l6SeEpTcMmnKx9eQkFgIl5q4cEI/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec10.ipynb">Demos</a>, <a href="https://youtu.be/qIJHO04_d-Q">Video</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>, <a href="https://www.inferentialthinking.com/chapters/08/5/Bike_Sharing_in_the_Bay_Area.html">8.5</a>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw04/hw04.ipynb">Homework 04</a> (Due Tue 07/06)</div>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/project/project1/project1.ipynb">Project 1: The Power of Data</a></div>
<div>(Due Sat 07/10; Checkpoint Thu 07/08)</div>
</td></tr>
<tr class="wednesday">
<td rowspan="span">
Week 3
</td><td>
0
</td><td>
Mon 07/05
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
11
</td><td>
Tue 07/06
</td><td>
Iteration
</td><td>
<a href="https://docs.google.com/presentation/d/1QKS5gOny6iHJxYlBNRSUJJxHHabdBhR7Z0QWdZjZAyI/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec11.ipynb">Demos</a>, <a href="https://youtu.be/be8u6AxI2Wk">Video</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>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw05/hw05.ipynb">Homework 05</a> (Due Fri 07/09)</div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
12
</td><td>
Wed 07/07
</td><td>
Chance
</td><td>
<a href="https://docs.google.com/presentation/d/1zbUf_Vz-fxr9te710-QqFQI5AFvV0R2X2KRhzeSV6u0/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec12.ipynb">Demos</a>, <a href="https://youtu.be/idzM8tWyNSs">Video</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="https://docs.google.com/document/d/1xxQny93MIxdNh0De_JOtnQHyvIcg1EIDJx6GlwDodEo/edit?usp=sharing">Worksheet 05</a> (<a href="https://docs.google.com/document/d/1f5EPvjJRTCiaVE4Cn4sckixT4UoTwZ8c9UEx77sti08/edit?usp=sharing">Solutions</a>)</div>
<div><a href="https://docs.google.com/document/d/1egWu-b_Yo5RYr9QShMEovjR0xHBP0Zo4ASaXOsn9TV0/edit?usp=sharing">Worksheet 06</a> (<a href="https://docs.google.com/document/d/12k3S9jEoPrOtVCMntq_oe0pXda94LJHW_LK_S8BKnlE/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/lab/lab05/lab05.ipynb">Lab 05: Conditional Statements, Iteration, Tables</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
13
</td><td>
Thu 07/08
</td><td>
Sampling
</td><td>
<a href="https://docs.google.com/presentation/d/15w9-Ip4wcQOEadrSQJNTjrEm2WMDbjKnmpj7v4xK5qs/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec13.ipynb">Demos</a>, <a href="https://youtu.be/aEzqGmVGYdI">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/10/Sampling_and_Empirical_Distributions.html">10</a>, <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>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
14
</td><td>
Fri 07/09
</td><td>
Models, Comparing Distributions
</td><td>
<a href="https://docs.google.com/presentation/d/1trQqMxKHERaf9Yrw06aBRgkfSSq2cq30IVfbIHNQTBQ/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec14.ipynb">Demos</a>, <a href="https://youtu.be/sTZL_q5FayU">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/10/3/Empirical_Distribution_of_a_Statistic.html">10.3</a>, <a href="https://www.inferentialthinking.com/chapters/11/1/Assessing_Models.html">11.1</a>, <a href="https://www.inferentialthinking.com/chapters/11/2/Multiple_Categories.html">11.2</a>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw06/hw06.ipynb">Homework 06</a> (Due Wed 07/14)</div>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 4
</td><td>
15
</td><td>
Mon 07/12
</td><td>
Decisions and Uncertainty
</td><td>
<a href="https://docs.google.com/presentation/d/1jXWK9oXZewfpHLwOF4as2rI1XsQN6CXd6-L72zlzKV4/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec15.ipynb">Demos</a>, <a href="https://youtu.be/8DIhSVfMVHY">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/11/3/Decisions_and_Uncertainty.html">11.3</a>
</td><td>
<div><a href="https://docs.google.com/document/d/1Clt4VJVBDJoaPSoa01pok8euG6Dfqh0yHw4LiQ_AfcY/edit?usp=sharing">Worksheet 07</a> (<a href="https://docs.google.com/document/d/1QjHEJ_P_6cq32hSgP5J3_CCQRFWxt_Ov_tTVpDR9Le0/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/lab/lab06/lab06.ipynb">Lab 06: Assessing Models</a></div>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw07/hw07.ipynb">Homework 07</a> (Due Fri 07/16)</div>
</td></tr>
<tr class="monday">
<td>
</td><td>
16
</td><td>
Tue 07/13
</td><td>
A/B Testing
</td><td>
<a href="https://docs.google.com/presentation/d/18zbOh2IkiDZRZr-Pe6-doEyy98WVj14mh9hoHLs1dFQ/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec16.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=UzQcorR-vF8">Video</a>
</td><td>
<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>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
17
</td><td>
Wed 07/14
</td><td>
Causality
</td><td>
<a href="https://docs.google.com/presentation/d/1gAraU6ruXUc3jZJMq3xK_X_vd7jqvuMVgEdUmwTp9OA/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec17.ipynb">Demos</a>, <a href="https://youtu.be/wQLRehTOhnA">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/12/3/Causality.html">12.3</a>
</td><td>
<div><a href="https://docs.google.com/document/d/1EYyNgIkJxacf70n03EDtbSMjH_PVcYfmxTC2SJaD3UY/edit?usp=sharing">Worksheet 08</a> (<a href="https://docs.google.com/document/d/1H3E-TvzbUX1WBt4IOeydbSVHYATE0dQux1pLmP1ctH0/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="https://docs.google.com/document/d/1aoqDHwR9pQ1flU1XmvsOQNJC6ABNts4Zi7yE2c1juPY/edit?usp=sharing">Midterm Review Worksheet, </a><a href="https://docs.google.com/document/d/1Nm_OaQOt8eUOjx9DTjmHpkgT_de5gKrXuBOmD1a1nDA/edit?usp=sharing">(Solutions)</a></div>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/lab/lab06A/lab06A.ipynb">Lab 6A: Optional: Extra AB Testing Practice</a></div>
</td></tr>
<tr class="monday">
<td>
</td><td>
18
</td><td>
Thu 07/15
</td><td>
Examples
</td><td>
<a href="https://docs.google.com/presentation/d/1-nRaMVGFw7KSQYy4hkeowIy2SIXZOeb2IWdldopu8y8/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec18.ipynb">Demos</a>, <a href="https://youtu.be/mzgurezlsbo">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/11/4/Error_Probabilities.html">11.4</a>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
19
</td><td>
Fri 07/16
</td><td>
Midterm Review
</td><td>
<a href="https://docs.google.com/presentation/d/1-CQC4SZwBcJDsX_pHIfXQ11xlccUyL0JMlt8BqMnJis/edit?usp=sharing">Slides</a>, <a href="https://youtu.be/9RQNTjXNZeM">Video</a>
</td><td>
</td><td>
</td><td>
<div>Midterm (7 PM - 9 PM)</div>
</td></tr>
<tr class="wednesday">
<td rowspan="span">
Week 5
</td><td>
20
</td><td>
Mon 07/19
</td><td>
Confidence Intervals
</td><td>
<a href="https://docs.google.com/presentation/d/1-lj9P9tNjeTN4zxorNc8k8lRfOY5Rda4rkBIS7x6y-I/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec20.ipynb">Demos</a>, <a href="https://youtu.be/6pGiyAInbN8">Video</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="https://docs.google.com/document/d/1zQkJmAGd-YMp7hipIVzHG7BXYzr1hnrAR6j6qbwSkbw/edit?usp=sharing">Worksheet 09</a> (<a href="https://docs.google.com/document/d/16TyxRSgicppvO0IkeeefMZfyy9iieYu-VqHD_f5bywo/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div>Lab: No Lab Assignment!</div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
21
</td><td>
Tue 07/20
</td><td>
Interpreting Confidence
</td><td>
<a href="https://docs.google.com/presentation/d/1GZ7tHaJxmUxUXHaF7Kpb8YH2WnqiIq_vpq90iU4Wpsc/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec21.ipynb">Demos</a>, <a href="https://youtu.be/pTOh7dEQ1lw">Video</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><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw08/hw08.ipynb">Homework 08</a> (Due Fri 07/23)</div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
22
</td><td>
Wed 07/21
</td><td>
Center and Spread
</td><td>
<a href="https://docs.google.com/presentation/d/1czfKKtdXyynI4eUk6XRwXFl-jSXxswUe10HR5I5bmeU/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec22.ipynb">Demos</a>, <a href="https://youtu.be/d4RRwax-nLk">Video</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>
</td><td>
<div><a href="https://docs.google.com/document/d/1QKDcjjKDo551jXF0HBr2iDgKUqGovVh18c8_2EzF9bk/edit?usp=sharing">Worksheet 10</a> (<a href="https://docs.google.com/document/d/1ZrWjSvKiit0I8H5NrRXRwwxww5d6wzmFBRJr47tWm7U/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/lab/lab07/lab07.ipynb">Lab 07: Bootstrap</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
23
</td><td>
Thu 07/22
</td><td>
The Normal Distribution
</td><td>
<a href="https://docs.google.com/presentation/d/1QlQ2tt2gPUFem3W6yHxLqPigN8W4TUBcXhwcnrS5BGo/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec23.ipynb">Demos</a>, <a href="https://youtu.be/n13f06D1bm8">Video</a>
</td><td>
<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>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
24
</td><td>
Fri 07/23
</td><td>
Sample Means, Designing Experiments
</td><td>
<a href="https://docs.google.com/presentation/d/1VZAC19fHBL4FFPmba4eRKuM26tSQHJJZAni0YukU14g/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec24.ipynb">Demos</a>, <a href="https://youtu.be/rq8f7rH21N4">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/14/5/Variability_of_the_Sample_Mean.html">14.5</a>, <a href="https://www.inferentialthinking.com/chapters/14/6/Choosing_a_Sample_Size.html">14.6</a>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw09/hw09.ipynb">Homework 09</a> (Due Wed 07/28)</div>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 6
</td><td>
25
</td><td>
Mon 07/26
</td><td>
Correlation
</td><td>
<a href="https://docs.google.com/presentation/d/1S-ws96DcYtDHF8oFKFj39aAciv9RHthQa4ndQESMl_k/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec25.ipynb">Demos</a>, <a href="https://youtu.be/1CbySACDlbM">Video</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="https://docs.google.com/document/d/1xKjoFHsiYDqBnwfov6lh-EAqBYQRMPaOrXTxFX5I8tg/edit?usp=sharing">Worksheet 11</a> (<a href="https://docs.google.com/document/d/1uO8u08bdRvRkcrW-RDMRfWijOnxTDXoIH3NH3BX8Vfo/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/lab/lab08/lab08.ipynb">Lab 08: Sample Means</a></div>
</td></tr>
<tr class="monday">
<td>
</td><td>
26
</td><td>
Tue 07/27
</td><td>
Linear Regression
</td><td>
<a href="https://docs.google.com/presentation/d/1kq1Pr4NuYGl1VRRyaxBsRjN-h5BIFo31UUy9OIgy7JA/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec26.ipynb">Demos</a>, <a href="https://youtu.be/2f7p5gR-Bns">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/15/2/Regression_Line.html">15.2</a>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw10/hw10.ipynb">Homework 10</a> (Due Fri 07/30)</div>
</td></tr>
<tr class="monday">
<td>
</td><td>
27
</td><td>
Wed 07/28
</td><td>
Least Squares
</td><td>
<a href="https://docs.google.com/presentation/d/1tJNTqNeRP81CxPz4LmU6oT9wburLZkJMBd2OvumvoDc/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec27.ipynb">Demos</a>, <a href="https://youtu.be/F9VUKDxWSik">Video</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>
</td><td>
<div><a href="https://docs.google.com/document/d/1R8fljWsBb_rSwcURnP6C41TVTPQ_aosYd6o5OeDH5Zc/edit?usp=sharing">Worksheet 12</a> (<a href="https://docs.google.com/document/d/12w5-huANXWl1fWcdMSZ76FGUQH56LO9H34aMCJVa3jQ/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/lab/lab09/lab09.ipynb">Lab 09: Regression</a></div>
</td></tr>
<tr class="monday">
<td>
</td><td>
28
</td><td>
Thu 07/29
</td><td>
Residuals
</td><td>
<a href="https://docs.google.com/presentation/d/1UgLi6jYmV6T34U7SbIfJmH9eUrgr_XOrUD7efRMabJ8/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec28.ipynb">Demos</a>, <a href="https://youtu.be/q4lNGKgyL9U">Video</a>
</td><td>
<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>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
29
</td><td>
Fri 07/30
</td><td>
Regression Inference, Privacy
</td><td>
<a href="https://docs.google.com/presentation/d/1uZcqZ5_Amq07PptA9yupVS7FnGfQLqEt-u1QeZW3_1M/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec29.ipynb">Demos</a>, <a href="https://youtu.be/TMm5J53utXc">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/16/Inference_for_Regression.html">16</a>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw11/hw11.ipynb">Homework 11</a> (Due Tue 08/03)</div>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/project/project2/project2.ipynb">Project 2: Classifying Movies</a></div>
<div>(Due Sun 08/08; Checkpoint Fri 08/06)</div>
</td></tr>
<tr class="wednesday">
<td rowspan="span">
Week 7
</td><td>
30
</td><td>
Mon 08/02
</td><td>
Classification
</td><td>
<a href="https://docs.google.com/presentation/d/1GIbkUHTzVbd7ZvBfJu8ly8kShQ3NtChryXXvWpR4vf8/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec30.ipynb">Demos</a>, <a href="https://youtu.be/cFhY-RXzRCU">Video</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><a href="https://docs.google.com/document/d/14-gl3n_2rjIVH3TN-9bANROOp3xuGV4OYhg6eIHp5Kg/edit">Worksheet 13</a> (<a href="https://docs.google.com/document/d/15ncgHmAD2S9dPHbzb7DFf2QnB-M0kodRQBPFqKcu3zg/edit">Solutions</a>)</div>
</td><td>
<div>Lab: Project 2</div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
31
</td><td>
Tue 08/03
</td><td>
Classifiers
</td><td>
<a href="https://docs.google.com/presentation/d/1Wdh7UW0uFOH92re3fa83-ohsZ4VeopI8hxZHttNsqIY/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec31.ipynb">Demos</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/17/4/Implementing_the_Classifier.html">17.4</a>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/hw/hw12/hw12.ipynb">Homework 12</a> (Due Fri 08/06)</div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
32
</td><td>
Wed 08/04
</td><td>
Updating Predictions
</td><td>
<a href="https://docs.google.com/presentation/d/1XpVCtDEAanAAk7GMwAv3m_j4xbWE7jScu9htxwfzADw/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=lec/lec32.ipynb">Demos</a>, <a href="https://youtu.be/rcI9PZozXQU">Video</a>
</td><td>
</td><td>
<div><a href="https://docs.google.com/document/d/1eJS0ODDr8GU_AOd_Tsw3SRifPldba4RXQe4AsrMNczE/edit">Worksheet 14</a> (<a href="https://docs.google.com/document/d/1Ub-hYZPr_eHvx0HrrCpoKfXNtCRvkEFod2KrdGg19dw/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su21&subPath=materials/su21/lab/lab10/lab10.ipynb">Lab 10: Conditional Probability</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
33
</td><td>
Thu 08/05
</td><td>
Case Study: Health
</td><td>
<a href="https://www.youtube.com/watch?v=IT9iZJ4eS64">Video</a>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
34
</td><td>
Fri 08/06
</td><td>
Conclusion and Staff AMA
</td><td>
<a href="https://docs.google.com/presentation/d/1rCEInkgolQY7H2CoJ8PZjMI8YR9BlJfV_wMp86x0lHw/edit#slide=id.g610d9f86d0_0_5">Slides</a>, <a href="https://youtu.be/nKijjyEi0PI">Video</a>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 8
</td><td>
35
</td><td>
Mon 08/09
</td><td>
Review 1
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
36
</td><td>
Tue 08/10
</td><td>
Review 2
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
37
</td><td>
Wed 08/11
</td><td>
Review 3
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
0
</td><td>
Thu 08/12
</td><td>
Final Exam
</td><td>
</td><td>
</td><td>
</td><td>
<div>Final (3 PM - 6 PM)</div>
</td></tr>
</table>
</div>
</div>
</div>
</div>
</div>
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