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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 Fall 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://data8.datahub.berkeley.edu/">DataHub</a></li>
<li><a href="http://data8.org/datascience/">Datascience Docs</a></li>
<li><a href="https://edstem.org/us/courses/7337/discussion/">Ed</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>: David Wagner and Ani Adhikari</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>: MWF 10am-11am</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">Lab Worksheets</td>
<td class="header">Assignment</td>
</tr>
<tr class="wednesday">
<td rowspan="span">
Week 1
</td><td>
1
</td><td>
Wed 08/25
</td><td>
Introduction
</td><td>
<a href="https://docs.google.com/presentation/d/1fDYRkmbn8g9hJvNvJKqczfaWNZJq7e2X3FtXJPuFes4/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec01.ipynb">Demos</a>, <a href="https://youtu.be/E5j_qr4Bwzk">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/1RybuukzwQGPuRD24ukm5r8tmqMepQe7hx9x_ZyNtf58/edit?usp=sharing">Lab 01 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab01/lab01.ipynb">Lab 01: Expressions</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
2
</td><td>
Fri 08/27
</td><td>
Cause and Effect
</td><td>
<a href="https://docs.google.com/presentation/d/1QTfJBgTnp-y6zSfcDdksPbnEgvGEGr1MJKngxlAo0FU/edit?usp=sharing">Slides</a>, <a href="https://youtu.be/N7TaL4PQyjo">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-fa21&subPath=materials/fa21/hw/hw01/hw01.ipynb">Homework 01</a> (Due Thu 09/02)</div>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 2
</td><td>
3
</td><td>
Mon 08/30
</td><td>
Tables
</td><td>
<a href="https://docs.google.com/presentation/d/1seCdpf6CsXrt3CHfBBw6aob5_GT59oAI4jLNvEcntNU/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec03.ipynb">Demos</a>, <a href="https://youtu.be/-pT8JmxBvZg">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/11EsudVLmBY-ExfeGUxnpvmQzWYmgptcGNpq4LN_PW5g/edit?usp=sharing">Lab 02 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab02/lab02.ipynb">Lab 02: Table Operations</a></div>
</td></tr>
<tr class="monday">
<td>
</td><td>
4
</td><td>
Wed 09/01
</td><td>
Data Types
</td><td>
<a href="https://docs.google.com/presentation/d/1k7XoAvlXI9IRXVtmizVq-EusYQfAQ5MGMdWdsZiQQO4/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec04.ipynb">Demos</a>, <a href="https://youtu.be/JcoWzWJ16-8">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="monday">
<td>
</td><td>
5
</td><td>
Fri 09/03
</td><td>
Building Tables
</td><td>
<a href="https://docs.google.com/presentation/d/1d8seAhpMXlu9lGlxW2JShiLhangYdn9CmnkVUL_Ih1A/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec05.ipynb">Demos</a>, <a href="https://youtu.be/7EPLn4dGyv0">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>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/hw/hw02/hw02.ipynb">Homework 02</a> (Due Thu 09/09)</div>
</td></tr>
<tr class="wednesday">
<td rowspan="span">
Week 3
</td><td>
0
</td><td>
Mon 09/06
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
6
</td><td>
Wed 09/08
</td><td>
Census
</td><td>
<a href="https://docs.google.com/presentation/d/1w1WqF-WUnmjAKknOEqoqWBGGQjNtl6kgCDEfWoMtQiI/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec06.ipynb">Demos</a>, <a href="https://youtu.be/F1EZXazK0to">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/06/3/Example_Population_Trends.html">6.3</a>, <a href="https://www.inferentialthinking.com/chapters/06/4/Example_Sex_Ratios.html">6.4</a>
</td><td>
<div><a href="https://docs.google.com/document/d/1fliUNGPOndw-QtU6_do56RK_7YCug9mbYpqW5yFcBEU/edit?usp=sharing">Lab 03 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab03/lab03.ipynb">Lab 03: Data Types and Creating & Extending Tables</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
7
</td><td>
Fri 09/10
</td><td>
Charts
</td><td>
<a href="https://docs.google.com/presentation/d/1Y9xETTJ1uCYXhG3CvrnmQeoMGWMfnZFByCaEpDrdwEU/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec07.ipynb">Demos</a>, <a href="https://youtu.be/F1CHO4IacmQ">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>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/hw/hw03/hw03.ipynb">Homework 03</a> (Due Thu 09/16)</div>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 4
</td><td>
8
</td><td>
Mon 09/13
</td><td>
Histograms
</td><td>
<a href="https://docs.google.com/presentation/d/1csYRRMDdr4XtBD_M8hPKmIh-gZ16M4M7gCn0QWjSGWU/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec08.ipynb">Demos</a>, <a href="https://youtu.be/aO-cx__KpQs">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/07/1/Visualizing_Categorical_Distributions.html">7.1</a>, <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/1O5RCKAGbDPXynnPnfFKGz8w5Ch5zXWs0bhq26FGNJ-M/edit?usp=sharing">Lab 04 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab04/lab04.ipynb">Lab 04: Functions and Visualizations</a></div>
</td></tr>
<tr class="monday">
<td>
</td><td>
9
</td><td>
Wed 09/15
</td><td>
Functions
</td><td>
<a href="https://docs.google.com/presentation/d/12kr32TnEJuP9Nn0BlsUW9McG5ysjszAuRlUoZDsF3hc/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec09.ipynb">Demos</a>, <a href="https://youtu.be/CAec3Fs9NR0">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 09/17
</td><td>
Groups
</td><td>
<a href="https://docs.google.com/presentation/d/1_epLDiehuz9Q48sa2tGnxBaw5PcSNA5pYTv36aKLkg4/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec10.ipynb">Demos</a>, <a href="https://youtu.be/3FjPbPedUTo">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>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/hw/hw04/hw04.ipynb">Homework 04</a> (Due Thu 09/23)</div>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/project/project1/project1.ipynb">Project 1: World Progress</a></div>
<div>(Due Fri 10/01; Checkpoint Fri 09/24)</div>
</td></tr>
<tr class="wednesday">
<td rowspan="span">
Week 5
</td><td>
11
</td><td>
Mon 09/20
</td><td>
Joins
</td><td>
<a href="https://docs.google.com/presentation/d/1gflTHXwkwXUKbs5GUlHXdj1lMr6W0BHvbJEZgIg8Oy0/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec11.ipynb">Demos</a>, <a href="https://youtu.be/cCUvQDw5yRk">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/08/4/Joining_Tables_by_Columns.html">8.4</a>
</td><td>
<div><a href="https://docs.google.com/document/d/11QHJXl4gymEm1iDFaMI-z0lL5KEqpwPkQbZ62QavK4o/edit?usp=sharing">Project 1 Lab Worksheet</a></div>
</td><td>
<div>Lab: Project 1</div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
12
</td><td>
Wed 09/22
</td><td>
Table Examples
</td><td>
<a href="https://docs.google.com/presentation/d/1lAUybinmNzZP5F4n0yPvk2HfgHIPyTcbGiPP90cicXQ/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec12.ipynb">Demos</a>, <a href="https://youtu.be/fSkBCqEX55Q">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/08/5/Bike_Sharing_in_the_Bay_Area.html">8.5</a>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
13
</td><td>
Fri 09/24
</td><td>
Intro to Iteration
</td><td>
<a href="https://docs.google.com/presentation/d/1aVjcZixmZKxAWa7Mr8T5HFYduAMaADsv0a9E8_gDaGQ/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec13.ipynb">Demos</a>, <a href="https://youtu.be/co0rBdowIyg">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>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/hw/hw05/hw05.ipynb">Homework 05</a> (Due Thu 09/30)</div>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 6
</td><td>
14
</td><td>
Mon 09/27
</td><td>
Simulation
</td><td>
<a href="https://docs.google.com/presentation/d/1lySx8Imnhp0SqKGh1eFc3uFf4ielpOBkOIUBypK9Co4/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec14.ipynb">Demos</a>, <a href="https://youtu.be/BliDfcxKUFo">Video</a>
</td><td>
<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>, <a href="https://www.inferentialthinking.com/chapters/09/4/Monty_Hall_Problem.html">9.4</a>
</td><td>
<div><a href="https://docs.google.com/document/d/13UzE_IbQSFUIj_UuUCKzxueC13he22fbBxdUn2KbYfE/edit?usp=sharing">Lab 05 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab05/lab05.ipynb">Lab 05: Conditional Statements, Iteration, Tables</a></div>
</td></tr>
<tr class="monday">
<td>
</td><td>
15
</td><td>
Wed 09/29
</td><td>
Chance and Sampling
</td><td>
<a href="https://docs.google.com/presentation/d/1NHWBmoEjk4nPiTB6ULZGA-9cxsK04UANltO0yS0ODas/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec15.ipynb">Demos</a>, <a href="https://youtu.be/Shm_YTtH2L0">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/10/Sampling_and_Empirical_Distributions.html">10</a>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
16
</td><td>
Fri 10/01
</td><td>
Empirical Distributions
</td><td>
<a href="https://docs.google.com/presentation/d/1EkW-AU5lT0dAQ02U50jG_liGnHAsL3iA_TwV9_1LGhY/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec16.ipynb">Demos</a>, <a href="https://youtu.be/V60DmYSHjaQ">Video</a>
</td><td>
<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>, <a href="https://www.inferentialthinking.com/chapters/10/4/Random_Sampling_in_Python.html">10.4</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-fa21&subPath=materials/fa21/hw/hw06/hw06.ipynb">Homework 06</a> (Due Thu 10/07)</div>
</td></tr>
<tr class="wednesday">
<td rowspan="span">
Week 7
</td><td>
17
</td><td>
Mon 10/04
</td><td>
Assessing Models
</td><td>
<a href="https://docs.google.com/presentation/d/1RNtYPhv4025S4kmmkdSWmWNatMZqZs8a_Ys8X0it5MU/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec17.ipynb">Demos</a>, <a href="https://youtu.be/6mDzxccClT0">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/11/1/Assessing_a_Model.html">11.1</a>, <a href="https://www.inferentialthinking.com/chapters/11/2/Multiple_Categories.html">11.2</a>
</td><td>
<div><a href="https://docs.google.com/document/d/1_oV80wwQgEHuAOWeDnMQttMQak-XUW-_zjOpurne8n0/edit?usp=sharing">Lab 06 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab06/lab06.ipynb">Lab 06: Assessing Models</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
18
</td><td>
Wed 10/06
</td><td>
Decisions and Uncertainty
</td><td>
<a href="https://docs.google.com/presentation/d/1tESmgS1YKhvDFyBf5UqewOKyjoJmDtbbGc_toy1fLr8/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec18.ipynb">Demos</a>, <a href="https://youtu.be/obxHYP8AQRo">Video</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>, <a href="https://www.inferentialthinking.com/chapters/11/4/Error_Probabilities.html">11.4</a>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
19
</td><td>
Fri 10/08
</td><td>
A/B Testing
</td><td>
<a href="https://docs.google.com/presentation/d/1g5xY2goWiposl_fHokz6S3cyxgGLFsPi0K5-UOsgbOU/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec19.ipynb">Demos</a>, <a href="https://youtu.be/PD4AUahGO-E">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/11/4/Error_Probabilities.html">11.4</a>, <a href="https://www.inferentialthinking.com/chapters/12/1/AB_Testing.html">12.1</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-fa21&subPath=materials/fa21/hw/hw07/hw07.ipynb">Homework 07</a> (Due Thu 10/14)</div>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 8
</td><td>
20
</td><td>
Mon 10/11
</td><td>
Causality
</td><td>
<a href="https://docs.google.com/presentation/d/1PIo_nMdQiMWfdvmx07-fdHafUzRwPnzjbwJrpbhh8Cw/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec20.ipynb">Demos</a>, <a href="https://youtu.be/QzhmmJN23Ew">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/12/2/Causality.html">12.2</a>
</td><td>
<div><a href="https://docs.google.com/document/d/15JeXTGwwQ4eMUIh9FrikZaQtVsvy34WHAANIaCl5XB4/edit?usp=sharing">Midterm Lab Worksheet</a></div>
</td><td>
<div>Lab: Midterm Review</div>
</td></tr>
<tr class="monday">
<td>
</td><td>
21
</td><td>
Wed 10/13
</td><td>
Examples
</td><td>
<a href="https://docs.google.com/presentation/d/1oEJklF_YAjzJkdTVHyMeGwm6KNCTQzgbUFSlbxtGOq4/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec21.ipynb">Demos</a>, <a href="https://youtu.be/_M1rQsGn_Kw">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/12/3/Deflategate.html">12.3</a>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
22
</td><td>
Fri 10/15
</td><td>
Midterm Review
</td><td>
<a href="https://docs.google.com/presentation/d/1N52a9TKZJFEBKQlMNNQRexZGKl91DOb5Hf4i5Se79TY/edit?usp=sharing">Slides</a>, <a href="https://youtu.be/41qKmXleYcs">Video</a>
</td><td>
</td><td>
</td><td>
<div>Midterm (7 PM - 8:30 PM)</div>
</td></tr>
<tr class="wednesday">
<td rowspan="span">
Week 9
</td><td>
23
</td><td>
Mon 10/18
</td><td>
Bootstrap
</td><td>
<a href="https://docs.google.com/presentation/d/1gxayCPXqSxhFQ7Dn320F6MU-idpbT12O9w_d5--gCQY/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec23.ipynb">Demos</a>, <a href="https://youtu.be/WbUWvd7pQH8">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/1MOdBoGlFNlLoVpqqeaHFyi9o_LFhukUnMgfKU4OM72s/edit?usp=sharing">Lab 07 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab07/lab07.ipynb">Lab 07: A/B Testing</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
24
</td><td>
Wed 10/20
</td><td>
Interpreting Confidence
</td><td>
<a href="https://docs.google.com/presentation/d/1v6XaJOfOFV0lUCKwLqsUN743DMVXAvWdpK11vUkKPT0/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec24.ipynb">Demos</a>, <a href="https://youtu.be/r0KExqLp-So">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>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
25
</td><td>
Fri 10/22
</td><td>
Center and Spread
</td><td>
<a href="https://docs.google.com/presentation/d/1ykodI90p-yqYtNEpmRC3fDtD3svRMcaNJFnaDOQ7hV0/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec25.ipynb">Demos</a>, <a href="https://youtu.be/OkFreXp7miE">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>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/hw/hw08/hw08.ipynb">Homework 08</a> (Due Thu 10/28)</div>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/project/project2/project2.ipynb">Project 2: Diet and Disease</a></div>
<div>(Due Fri 11/05; Checkpoint Fri 10/29)</div>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 10
</td><td>
26
</td><td>
Mon 10/25
</td><td>
The Normal Distribution
</td><td>
<a href="https://docs.google.com/presentation/d/1Vuofych1os4RClyxWn80JrYg4he01itStM7nj0h0zDw/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec26.ipynb">Demos</a>, <a href="https://youtu.be/4-wwUl050l0">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>
<div><a href="https://docs.google.com/document/d/1tNzqm4vO2sYGLeQYEsv02xcKc16kjC96rqa21-jggR0/edit?usp=sharing">Project 2 Lab Worksheet</a></div>
</td><td>
<div>Lab: Project 2</div>
</td></tr>
<tr class="monday">
<td>
</td><td>
27
</td><td>
Wed 10/27
</td><td>
Sample Means
</td><td>
<a href="https://docs.google.com/presentation/d/1vAm6DRmCz7RISA5szHI39tk4_BuOjzZnl-FqxBT7nXE/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec27.ipynb">Demos</a>, <a href="https://youtu.be/6gX9G4j8fww">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/14/5/Variability_of_the_Sample_Mean.html">14.5</a>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
28
</td><td>
Fri 10/29
</td><td>
Designing Experiments
</td><td>
<a href="https://docs.google.com/presentation/d/15ho_QuFLPYl4_UoWp3dQn_c7J-i9_-JZRz9PiMUQ458/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec28.ipynb">Demos</a>, <a href="https://youtu.be/hC_noKC1O4I">Video</a>
</td><td>
<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-fa21&subPath=materials/fa21/hw/hw09/hw09.ipynb">Homework 09</a> (Due Thu 11/04)</div>
</td></tr>
<tr class="wednesday">
<td rowspan="span">
Week 11
</td><td>
29
</td><td>
Mon 11/01
</td><td>
Correlation
</td><td>
<a href="https://docs.google.com/presentation/d/1Zmszy67kvVjgMYS4gb69e9iGpr2P665yyFhdLGcuXD8/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec29.ipynb">Demos</a>, <a href="https://youtu.be/swHyXyr4jIk">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/1zaIsX_wkoh88kWLW8UTAgyk5s_uva3BfCy9iZGfCKpA/edit?usp=sharing">Lab 08 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab08/lab08.ipynb">Lab 08: Sample Means</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
30
</td><td>
Wed 11/03
</td><td>
Linear Regression
</td><td>
<a href="https://docs.google.com/presentation/d/1nqVYQirp3rUd9KEe3b1OR3dBZEYR12rAYIw0rR5hBDc/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec30.ipynb">Demos</a>, <a href="https://youtu.be/_lKn1qLMFu8">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/15/2/Regression_Line.html">15.2</a>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
31
</td><td>
Fri 11/05
</td><td>
Least Squares
</td><td>
<a href="https://docs.google.com/presentation/d/12QgdhDLg5pywkfr_PhN2Th6wVIQK4IXjetZQ46XfmaY/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec31.ipynb">Demos</a>, <a href="https://youtu.be/qR07b1mgrb0">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>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/hw/hw10/hw10.ipynb">Homework 10</a> (Due Fri 11/12)</div>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 12
</td><td>
32
</td><td>
Mon 11/08
</td><td>
Residuals
</td><td>
<a href="https://docs.google.com/presentation/d/1DIhFVSDmRDWpeEMUVrEM6peIn-dXyRG1jumFo0j1uNA/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec32.ipynb">Demos</a>, <a href="https://youtu.be/2igOPXs-EA4">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>
<div><a href="https://docs.google.com/document/d/1rUOWDNVFvGnGG5t0kwAXxiB1QcBFNluJYpEwGYk0V6c/edit?usp=sharing">Lab 09 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab09/lab09.ipynb">Lab 09: Regression</a></div>
</td></tr>
<tr class="monday">
<td>
</td><td>
33
</td><td>
Wed 11/10
</td><td>
Regression Inference
</td><td>
<a href="https://docs.google.com/presentation/d/1l3-x2k9kVdk6BrgFuotRuHjaNuunewvJ-fXXT3ZnIMs/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec33.ipynb">Demos</a>, <a href="https://youtu.be/M21zG4q6XJw">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/16/Inference_for_Regression.html">16</a>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
34
</td><td>
Fri 11/12
</td><td>
Privacy
</td><td>
<a href="https://drive.google.com/file/d/1BGApvHqYCNljPftmjsQhxOlhPpurTMny/view?usp=sharing">Slides</a>, <a href="https://youtu.be/PHYcKHohUYc">Video</a>
</td><td>
</td><td>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/hw/hw11/hw11.ipynb">Homework 11</a> (Due Thu 11/18)</div>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/project/project3/project3.ipynb">Project 3: Classifying Movies</a></div>
<div>(Due Fri 12/03; Checkpoint Fri 11/19)</div>
</td></tr>
<tr class="wednesday">
<td rowspan="span">
Week 13
</td><td>
35
</td><td>
Mon 11/15
</td><td>
Classification
</td><td>
<a href="https://docs.google.com/presentation/d/19vytrd2O5rVdk4GVvOvngAG8JZsOfFDc5TkyJYUaaUQ/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec35.ipynb">Demos</a>, <a href="https://youtu.be/EUwb85zg_uI">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/1HH0MZngIk_gCczGfMIumPrhcWNM1sJn9WU0nOMT7bhk/edit?usp=sharing">Project 3 Lab Worksheet</a></div>
</td><td>
<div>Lab: Project 3</div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
36
</td><td>
Wed 11/17
</td><td>
Classifiers I
</td><td>
<a href="https://docs.google.com/presentation/d/19XGEXy19nBDGvujCQMQTC2CcLu80XCXukK80H4gbLbw/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec36.ipynb">Demos</a>, <a href="https://youtu.be/WgFw40Hc8NM">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/17/4/Implementing_the_Classifier.html">17.4</a>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
37
</td><td>
Fri 11/19
</td><td>
Classifiers II
</td><td>
<a href="https://docs.google.com/presentation/d/1_mJri9SixbQVy82vkUGpC8Qvj2G84ewYko128BYI6X4/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec37.ipynb">Demos</a>, <a href="https://youtu.be/QAiJIJpljZs">Video</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-fa21&subPath=materials/fa21/hw/hw12/hw12.ipynb">Homework 12</a> (Due Thu 12/02)</div>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 14
</td><td>
38
</td><td>
Mon 11/22
</td><td>
Decisions
</td><td>
<a href="https://docs.google.com/presentation/d/1Wcl0v4BGiCF82gGdxXB2uwX_A83cN2N5PG_70yXwEMQ/edit?usp=sharing">Slides</a>, <a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=lec/lec38.ipynb">Demos</a>, <a href="https://youtu.be/PmG6ddVTJSM">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/18/Updating_Predictions.html">18</a>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
0
</td><td>
Wed 11/24
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
</td><td>
0
</td><td>
Fri 11/26
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td rowspan="span">
Week 15
</td><td>
39
</td><td>
Mon 11/29
</td><td>
Case Studies
</td><td>
<a href="https://docs.google.com/presentation/d/1YohuAYHXlvt5m1SvAwY5svz8v7ZZOCqWZVVPQ2g-RQM/edit?usp=sharing">Slides</a>, <a href="https://youtu.be/LuOnEBZo26s">Video</a>
</td><td>
</td><td>
<div><a href="https://docs.google.com/document/d/17Igjd21A4Q7_Wcy1_TGlShEb6d9rkIEMC_KIWK8B_mk/edit?usp=sharing">Lab 10 Worksheet</a></div>
</td><td>
<div><a href="http://data8.datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa21&subPath=materials/fa21/lab/lab10/lab10.ipynb">Lab 10: Conditional Probability</a></div>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
40
</td><td>
Wed 12/01
</td><td>
Guest Lecture: Algorithmic Bias
</td><td>
<a href="https://drive.google.com/file/d/17uwB-Xg313KxiWl-dSokON-XGwAe-tAm/view?usp=sharing">Slides</a>, <a href="https://youtu.be/2zpUiy-dMZw">Video</a>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
</td><td>
41
</td><td>
Fri 12/03
</td><td>
Conclusion
</td><td>
<a href="https://docs.google.com/presentation/d/1xcMln__WreO4MTQFkXPu7Iqm02EHyJqi-_1ICCApHzI/edit?usp=sharing">Slides 1</a>, <a href="https://docs.google.com/presentation/d/16UrFBdeSLV2ksx96iwMNU2E7WBNoKZafx0JsaQIYAX4/edit?usp=sharing">Slides 2</a>, <a href="https://youtu.be/KjTQH2jOHG8">Video</a>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td rowspan="span">
Week 16
</td><td>
0
</td><td>
Mon 12/13
</td><td>
Final Exam
</td><td>
</td><td>
</td><td>
</td><td>
<div>Final (8 AM - 11 AM)</div>
</td></tr>
</table>
</div>
</div>
</div>
</div>
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