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<!DOCTYPE html>
<html lang="en">
<head>
<title>Data 8</title>
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Data 8 Fall 2019
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⚠️ This content is archived as of March 2026 and is retained exclusively for reference.
<a href="https://data8.org">Find current offerings.</a>
</div>
<h2>Announcements</h2>
<div id="announcements">
<div class="announcement" id='announcement-0'>
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<span class="announcement-date">Wed 04 December 2019</span>
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<ul>
<li>Project 3 is due 12/6.</li>
<li>Homework 12 is due 12/5.</li>
<li>Please fill out the end of semester feedback form in HW12!</li>
<li>Privacy guest lecture is canceled but you can watch last semester's <a href="https://www.youtube.com/watch?v=qiVFkrVASu8">here</a> <a href="https://drive.google.com/file/d/1lKgTE_TjOLYzMTCs-oGiNiKSpdLx0nh0/view?usp=sharing">(slides)</a></li>
<li>There will be no office hours next week (starting 12/9)</li>
</ul>
</div>
<div class="announcement" id='announcement-1'>
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<span class="announcement-date">Mon 02 December 2019</span>
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</ul>
<ul>
<li>Project 3 is due 12/6.</li>
<li>Homework 12 is due 12/5.</li>
<li>Please fill out the end of semester feedback form in HW12!</li>
</ul>
</div>
<div class="announcement" id='announcement-2'>
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<span class="announcement-date">Wed 20 November 2019</span>
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<ul>
<li>Project 3 checkpoint 1 is due this Friday 11/22. The final project deadline is 12/6.</li>
<li>HW11 is due this Thursday, 11/21.</li>
<li>HW12 will be released on Friday and due on <strong>12/5</strong>.</li>
<li>Next week is Thanksgiving: Monday lecture will be held as normal, but there will be no lecture on Wednesday, and no lab, office hours, tutoring sections, or assignment deadlines.</li>
</ul>
</div>
<div class="announcement" id='announcement-3'>
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<span class="announcement-date">Mon 18 November 2019</span>
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<ul>
<li>Project 3 has been released. The checkpoint is due this Friday 11/22 and the project is due on 12/6.</li>
<li>Next week is Thanksgiving: there's no HW due, no lab, and no tutoring sections.</li>
</ul>
</div>
<div class="announcement" id='announcement-4'>
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<span class="announcement-date">Fri 15 November 2019</span>
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<ul>
<li>Project 2 is due tonight at midnight (make sure to add your partner on okpy)</li>
<li>Homework 11 is out - Due Thursday, Nov 21</li>
<li>Project 3 is out - 1st Checkpoint due Friday, Nov 22; Project due Friday, Dec 6</li>
</ul>
</div>
<div class="announcement" id='announcement-5'>
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<span class="announcement-date">Fri 08 November 2019</span>
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<ul>
<li>Don't forget that this Monday (11/11) is a holiday.</li>
<li>Project 2 checkpoint 2 is due today (11/8), and project 2 is due in its entirety on 11/15.</li>
<li>HW10 will be released today (11/8) and due next Thursday, 11/14.</li>
<li>Don't forget to keep an eye on your assignment grades each week, and submit your regrades before the deadline.</li>
</ul>
</div>
<div class="announcement" id='announcement-6'>
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<span class="announcement-date">Wed 06 November 2019</span>
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<ul>
<li>HW9 is due this Thursday, 11/7.</li>
<li>Project 2 checkpoint 2 is due this Friday, 11/8. You can change your answers to earlier sections even after submitting the checkpoint: your checkpoint grade is based on passing all the public tests at the time you submit the checkpoint.</li>
</ul>
</div>
<div class="announcement" id='announcement-7'>
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<span class="announcement-date">Fri 01 November 2019</span>
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<ul>
<li>Project 2 checkpoint 1 is due today, and checkpoint 2 is due next Friday. You can change your answers to earlier sections even after submitting the checkpoint: your checkpoint grade is based on passing all the public tests.</li>
<li>HW9 will be released today and is due Thursday 11/7.</li>
</ul>
</div>
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<span class="announcement-date">Wed 30 October 2019</span>
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<ul>
<li>Project 2 has been released, and checkpoint 1 is due this Friday 11/1. You'll have time in lab this week to work on it.</li>
</ul>
</div>
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<span class="announcement-date">Mon 21 October 2019</span>
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<ul>
<li>There's no HW due this week.</li>
<li>Project 2 will be released on Friday.</li>
</ul>
</div>
<div class="announcement" id='announcement-10'>
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<li class='announcement-btn-older'>
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<span class="announcement-date">Mon 14 October 2019</span>
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<ul>
<li>Some corrections from lecture 17 have been <a href="https://piazza.com/class/jym2724oqrk2bm?cid=1150">posted to Piazza</a>.</li>
<li>The midterm is this Friday, 10/18. See the <a href="https://piazza.com/class/jym2724oqrk2bm?cid=743">logistics post on Piazza</a> for more info.</li>
<li>The midterm review session is on Wednesday from 8-10PM in 155 Dwinelle and 1 Pimentel.</li>
<li>Make sure you know your midterm seat assignment <em>before</em> Friday evening. If you haven't received a seating assignment, contact GSI Avery Yip (averyyip@berkeley.edu) as soon as possible.</li>
<li>HW7 has been released and is due on Friday. It's shorter than usual, but the material <em>will</em> be covered on the exam, so don't put it off.</li>
<li>Lab this week will be midterm review, and Friday labs have been converted to extra office hours. If you're in a Friday lab, feel free to attend any Wednesday or Thursday section.</li>
</ul>
</div>
<div class="announcement" id='announcement-11'>
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<span class="announcement-date">Wed 02 October 2019</span>
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<ul>
<li>Project 1 is due on Friday 10/4! Turn it in on Thursday for an extra point.</li>
<li>The midterm is coming up on 10/18. See the <a href="https://piazza.com/class/jym2724oqrk2bm?cid=743">midterm logistics post on Piazza</a> for more info.</li>
<li>Ramesh's office hours for the week of 10/7 are cancelled.</li>
</ul>
</div>
<div class="announcement" id='announcement-12'>
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<span class="announcement-date">Mon 30 September 2019</span>
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<ul>
<li>Project 1 is due this Friday. Start early, and ask for help when you need it.</li>
<li>Ramesh's OH today (Monday) are moved to 6-7PM in 329 Soda.</li>
<li>Don't use "Revert to Checkpoint" on your notebooks: you may lose all your work!</li>
<li>If you have technical difficulties with your assignment, post on Piazza right away: don't wait for it to fix itself.</li>
</ul>
</div>
<div class="announcement" id='announcement-13'>
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<span class="announcement-date">Fri 27 September 2019</span>
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<ul>
<li>Project 1: the checkpoint is due today (Friday 9/27)!</li>
<li>Project 1: the checkpoint is graded based on public tests</li>
<li>Project 1: if you're working with a partner: invite your partner on OKPy, make sure your partner accepts, and submit from one person's account only</li>
<li>Project 1: you can change your answers for the final submission</li>
<li>Ramesh's OH for Monday 9/30 have been moved to 6-7PM</li>
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<li>Ramesh's office hour this week has been moved to Thursday from 4-5PM (at the usual 329 Soda).</li>
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<li>If you need DSP accommodations, please submit your DSP letter through your DSP advisor by September 13th.</li>
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<li>Labs start the first week of the semester so bring a laptop and get ready to learn! Lab attendance for this first lab is mandatory.</li>
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<h2>Calendar</h2>
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<p><strong>Instructors</strong>: Ramesh Sridharan and Swupnil Sahai</p>
<p><strong>Lecture</strong>: MWF 11am-12pm in 150 Wheeler</p>
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</div>
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<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="wednesday">
<td>
Wed 08/28
</td><td>
Introduction
</td><td>
<a href="https://docs.google.com/presentation/d/14NDCjlbK6H8ruX8QDBsrjdcmVoynrV0RuxXYq9HYQe8/edit">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec01.ipynb">Demos</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="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lab/lab01/lab01.ipynb">Lab 01: Expressions</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 08/30
</td><td>
Cause and Effect
</td><td>
<a href="https://docs.google.com/presentation/d/19h71lIz5rVcDLx2-iiHWgcuolhJ-c_voaTFbzvAA9J8/edit">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-fa19&subPath=materials/fa19/hw/hw01/hw01.ipynb">Homework 01</a> (Due Thu 09/05)</div>
</td></tr>
<tr class="monday">
<td>
Mon 09/02
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 09/04
</td><td>
Tables
</td><td>
<a href="https://docs.google.com/presentation/d/18FU0iuU970LOR8UWrAP-CIV8hZ9-ac0OWpk23ene5jA/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec03.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=5YgNgNF9mBU">Video</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-fa19&subPath=materials/fa19/lab/lab02/lab02.ipynb">Lab 02: Table Operations</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 09/06
</td><td>
Data Types
</td><td>
<a href="https://docs.google.com/presentation/d/16eCqZk_qrbnU3nN1SKvlDCkv54bEjEN6rX3TxxVwCZc/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec04.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=56lmycwYS5U">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>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/hw/hw02/hw02.ipynb">Homework 02</a> (Due Thu 09/12)</div>
</td></tr>
<tr class="monday">
<td>
Mon 09/09
</td><td>
Building Tables
</td><td>
<a href="https://docs.google.com/presentation/d/1HnJ08GBnWkDoHXov_kZCuOtqUQhDyW5V5Tgkh2abcME/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec05.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=5HQ5j9QgxAQ">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></tr>
<tr class="wednesday">
<td>
Wed 09/11
</td><td>
Census
</td><td>
<a href="https://docs.google.com/presentation/d/1DAt1HSKvQoRWlUfoN_qvoBRy_KZGYRkJK8-UBxfdqMI/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec06.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=H_TOafey4oo">Video</a>
</td><td>
<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>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lab/lab03/lab03.ipynb">Lab 03: Data Types and Arrays</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 09/13
</td><td>
Charts
</td><td>
<a href="https://docs.google.com/presentation/d/16fDnvB6z9rtljFyZjD72-afnVhbEWo6UAcVIPCi2LJU/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec07.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=UakgGSwSumY">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="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/hw/hw03/hw03.ipynb">Homework 03</a> (Due Thu 09/19)</div>
</td></tr>
<tr class="monday">
<td>
Mon 09/16
</td><td>
Histograms
</td><td>
<a href="https://docs.google.com/presentation/d/1gak73b-xDk2VnQeS-MvEpTrxV1xPP5gy9g0nfiiBx5Q/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec08.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=1wh5213MRJc">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></tr>
<tr class="wednesday">
<td>
Wed 09/18
</td><td>
Functions
</td><td>
<a href="https://docs.google.com/presentation/d/1tpFhVUw2tfLn93t2twuaq_9BNZ2jYICpDt8qLJMYMtw/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec09.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=8KUC6XFJHBo">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>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lab/lab04/lab04.ipynb">Lab 04: Histograms and Functions</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 09/20
</td><td>
Groups
</td><td>
<a href="https://docs.google.com/presentation/d/1LxjenQnxPLlIb543NjV_iCdXHZ00wZnqApFg2u7n2d8/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec10.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=-dfCCbI9S4Y">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>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/hw/hw04/hw04.ipynb">Homework 04</a> (Due Thu 09/26)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/project/project1/project1.ipynb">Project 1: World Progress</a></div>
<div>(Checkpoint Fri 09/27; Due Fri 10/04)</div>
</td></tr>
<tr class="monday">
<td>
Mon 09/23
</td><td>
Joins
</td><td>
<a href="https://docs.google.com/presentation/d/1cLqgteQ9M2SJqCcIuPq60STJI3Z_Lg_3_ipi2--sC3g/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec11.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=DV6-X_96_b0">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/08/4/joining-tables-by-columns.html">8.4</a>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 09/25
</td><td>
Tables Review
</td><td>
<a href="https://docs.google.com/presentation/d/1V2tvYZjXZg-IQtDT40tSU2qAguOhv2wmK7aI0i5OP5Y/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec12.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=u8_5DqvA8_M">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>
<div>Lab: Project 1</div>
</td></tr>
<tr class="friday">
<td>
Fri 09/27
</td><td>
Iteration
</td><td>
<a href="https://docs.google.com/presentation/d/1TJ_-VFlSaMZn-yoZv2EABUgd3ppfgpN33bcc4RFSyes/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec13.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=0HYxMa3HvoM">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>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/hw/hw05/hw05.ipynb">Homework 05</a> (Due Thu 10/03)</div>
</td></tr>
<tr class="monday">
<td>
Mon 09/30
</td><td>
Chance
</td><td>
<a href="https://docs.google.com/presentation/d/1miac00I8hKn1KAnxzu-gQPtrO6Q9qwFfth7gx2DQF4E/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec14.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=5v7i8YQuHc8">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/09/5/finding-probabilities.html">9.5</a>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 10/02
</td><td>
Sampling
</td><td>
<a href="https://docs.google.com/presentation/d/1_eLmBBb-EOnBUTDjlwDgHFrTgof8tzK2ZnmubzJWvUo/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec15.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=AzV8LzMcKGk">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>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lab/lab05/lab05.ipynb">Lab 05: Sampling</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 10/04
</td><td>
Models
</td><td>
<a href="https://docs.google.com/presentation/d/1uFsb80KSDmFyWMr4Gh7leGH7CNSXJGlRma22KT2OR5Q/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec16.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=WpWxnuFGi_Q">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>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/hw/hw06/hw06.ipynb">Homework 06</a> (Due Thu 10/10)</div>
</td></tr>
<tr class="monday">
<td>
Mon 10/07
</td><td>
Comparing Distributions
</td><td>
<a href="https://docs.google.com/presentation/d/11uEV-MVda40KVnthm8wTdUaXp0CKQjPtL1r2BVPetgc/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec17.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=eH7BSqWpE-A">Video</a>
</td><td>
<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></tr>
<tr class="wednesday">
<td>
Wed 10/09
</td><td>
Cancelled: No Lecture
</td><td>
</td><td>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lab/lab06/lab06.ipynb">Lab 06: Comparing Models</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 10/11
</td><td>
Cancelled: No Lecture
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
Mon 10/14
</td><td>
Decisions and Uncertainty
</td><td>
<a href="https://docs.google.com/presentation/d/1tjCrZuFJgsbjuWc9VgQBcStp7_emf6LxOlwr3kn11hs/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec18.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=caVctFT-rQQ">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="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/hw/hw07/hw07.ipynb">Homework 07</a> (Due Fri 10/18)</div>
</td></tr>
<tr class="wednesday">
<td>
Wed 10/16
</td><td>
Examples
</td><td>
<a href="https://docs.google.com/presentation/d/1-Pnjw5s00V3VLpoX2iz80Wv7m5vEwc0vqouJO_so3fQ/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec19.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=sjNH9Cfjx1w">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/12/2/deflategate.html">12.2</a>
</td><td>
<div>Lab: Midterm Review</div>
</td></tr>
<tr class="friday">
<td>
Fri 10/18
</td><td>
Midterm Review
</td><td>
<a href="https://docs.google.com/presentation/d/1HGsqRAWmrMfrHgwq5God9z10_yriMgb8VTkXVFaXCGg/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec20.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=RrtgioBiWsM">Video</a>
</td><td>
</td><td>
<div>Midterm (7-9 PM)</div>
</td></tr>
<tr class="monday">
<td>
Mon 10/21
</td><td>
A/B Testing
</td><td>
<a href="https://docs.google.com/presentation/d/1zrZKDffWHD36RtD1LQFIdOnR5hCMDCWohpTVf4etX5M/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec21.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=ll2mgRnh0HE">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>, <a href="https://www.inferentialthinking.com/chapters/12/2/deflategate.html">12.2</a>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 10/23
</td><td>
Causality
</td><td>
<a href="https://docs.google.com/presentation/d/1iB2ZjcWmEID1ODnGM9doIcL9a0lbecBeku9CFGApwiM/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec22.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=FRg9Fr_IThI">Video</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-fa19&subPath=materials/fa19/lab/lab07/lab07.ipynb">Lab 07: A/B Testing</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 10/25
</td><td>
Confidence Intervals
</td><td>
<a href="https://docs.google.com/presentation/d/1gwdHxg9tFRgb5o72irwemC23MP5xDdZhPA8Gc_AT3_M/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec23.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=CCbD2UpiV4I">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="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/hw/hw08/hw08.ipynb">Homework 08</a> (Due Thu 10/31)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/project/project2/project2.ipynb">Project 2: Cardiovascular Disease</a></div>
<div>(Checkpoint 1 Fri 11/01; Checkpoint 2 Fri 11/08; Due Fri 11/15)</div>
</td></tr>
<tr class="monday">
<td>
Mon 10/28
</td><td>
Cancelled: No Lecture
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 10/30
</td><td>
Interpreting Confidence
</td><td>
<a href="https://docs.google.com/presentation/d/1cb4ILpbAsl4STewWhK-V6OXUZp57CIoIXwOpbsUkoxs/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec24.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=LsEbyTAo7uw">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>
<div>Lab: Project 2</div>
</td></tr>
<tr class="friday">
<td>
Fri 11/01
</td><td>
Center and Spread
</td><td>
<a href="https://docs.google.com/presentation/d/1GueAccZlZiO6ETxYRVCU4MTSE-25fub9mbcCkbMGBJY/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec25.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=ef2H5EIEavI">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="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/hw/hw09/hw09.ipynb">Homework 09</a> (Due Thu 11/07)</div>
</td></tr>
<tr class="monday">
<td>
Mon 11/04
</td><td>
The Normal Distribution
</td><td>
<a href="https://docs.google.com/presentation/d/1V89ZcHyrmbpiu8_OK43aOytrP8V0-0B4jMUrEZPaoXY/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec26.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=0pQs0y0szOo">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></tr>
<tr class="wednesday">
<td>
Wed 11/06
</td><td>
Sample Means
</td><td>
<a href="https://docs.google.com/presentation/d/1bkRn4SRy261CD5MdrmmxGKsCYq2OPuAvnTC2sscMsOY/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec27.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=UFbsaZpEFXQ">Video</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-fa19&subPath=materials/fa19/lab/lab08/lab08.ipynb">Lab 08: Sample Means</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 11/08
</td><td>
Designing Experiments
</td><td>
<a href="https://docs.google.com/presentation/d/1whazNcvBF-jCllBaQdCW480pAO8nOZoO3tkwFImB2Eg/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec28.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=ltPMAt-cl8M">Video</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-fa19&subPath=materials/fa19/hw/hw10/hw10.ipynb">Homework 10</a> (Due Thu 11/14)</div>
</td></tr>
<tr class="monday">
<td>
Mon 11/11
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 11/13
</td><td>
Classification
</td><td>
<a href="https://docs.google.com/presentation/d/1HeSId6GPJReD1Cj4oO3NTS2GO_lf3yop224bEVmKa6A/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec29.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=7YOkYt1j6es">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="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lab/lab09/lab09.ipynb">Lab 09: Inference Review</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 11/15
</td><td>
Classifiers
</td><td>
<a href="https://docs.google.com/presentation/d/1cOdGiq0k0RjAyrh7mE-I231OChy9BEYfEzrZz_K1PA8/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec30.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=adNIHr1YFAU">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/17/4/implementing-the-classifier.html">17.4</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/hw/hw11/hw11.ipynb">Homework 11</a> (Due Thu 11/21)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/project/project3/project3.ipynb">Project 3: Classifying Movies</a></div>
<div>(Checkpoint Fri 11/22; Due Fri 12/06)</div>
</td></tr>
<tr class="monday">
<td>
Mon 11/18
</td><td>
Correlation
</td><td>
<a href="https://docs.google.com/presentation/d/1b4dWKe6Pk-Nndpvcb7caFEL5vOnAlL87qPhzxUv7ilo/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec31.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=-wEblGegyck">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>
</td></tr>
<tr class="wednesday">
<td>
Wed 11/20
</td><td>
Linear Regression
</td><td>
<a href="https://docs.google.com/presentation/d/1QtlLSx4wkN-pmbw_ZOSs7Pq0Poor6RTswj6ML6oAJ50/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec32.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=_ASxSmVnww4">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/15/2/regression-line.html">15.2</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lab/lab10/lab10.ipynb">Lab 10: Correlation</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 11/22
</td><td>
Least Squares
</td><td>
<a href="https://docs.google.com/presentation/d/10CiOVUqgSUpLNIIBVtTPMvwcedFcNhJCwUY04CMS7Yk/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec33.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=PnNdwkjfwDk">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="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/hw/hw12/hw12.ipynb">Homework 12</a> (Due Thu 12/05)</div>
</td></tr>
<tr class="monday">
<td>
Mon 11/25
</td><td>
Residuals
</td><td>
<a href="https://docs.google.com/presentation/d/1LxI7Ez-Tu2G6W6Pcs5sM-zsAAKJMelwHwQf1tfH9gOE/edit#slide=id.g793cc1fb89_0_94">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa19&subPath=materials/fa19/lec/lec34.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=mVnh0vICayk">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>