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<!DOCTYPE html>
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<title>Data 8</title>
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⚠️ This content is archived as of March 2026 and is retained exclusively for reference.
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<h2>Announcements</h2>
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<li>Thanks for a great summer! If you have any lingering questions or concerns, please feel free to email Anna and Phil or post on Piazza </li>
<li>Keep an eye out on Piazza for the fall Lab Assistant application! </li>
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<li>The final project guidelines have been released! You can find them on Piazza by following this <a href="https://piazza.com/class/kaqbf6l5osd657?cid=992">link</a>.</li>
<li>Your final project proposal is due on 07/26 by 11:59pm.</li>
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<li>We'll be holding a catch-up lecture on Thurs 7/9 at 10 am to review the programming techniques that were covered in the first few weeks of class. More information will be posted on Piazza!</li>
<li>Project 1 has been released! The checkpoint is due Thurs 7/9 at 11:59 PM and the project is due Sun 7/12. You can choose to work either on your own or with a partner. If you had requested to be matched with a partner, you should have received an email on Sunday. If you don't see the message, email Anna to follow-up!</li>
<li>Lab 5 is due tonight at 11:59 PM</li>
<li>Homework 5 is due Thursday 7/9 at 11:59 PM</li>
<li>We will not longer be offer lab checkoffs for lab credit. To receive credit on your lab, you must complete the lab notebook and pass all public tests by Tuesday/Thursday at 11:59 PM PDT. </li>
<li>The midterm is next Friday!</li>
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<li>Friday 7/3 is an academic holiday - we will not holding live lecture or office hours.</li>
<li>Homework 3 is due on Thurs 7/2 at 11:59 PM PDT.</li>
<li>Homework 4 will be released on Thursday and is due on Sun 7/5 at 11:59 PM PDT.</li>
<li>Project 1 will be released next Monday! You can choose to work either on your own or with a partner. If you would like to be matched with a partner, fill out this <a href="https://forms.gle/pEg4qx1aUgL29iU99">form</a>!</li>
<li>We will not longer be offer lab checkoffs for lab credit. To receive credit on your lab, you must complete the lab notebook and pass all public tests by Monday/Wednesday at 11:59 PM PDT. </li>
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<li>Homework 3 will be released today and is due on Thurs 7/2 at 11:59 PM PDT.</li>
<li>Homework 4 will be released on Thursday and is due on Sun 7/5 at 11:59 PM PDT.</li>
<li>Project 1 will be released next Monday! You can choose to work either on your own or with a partner. If you would like to be matched with a partner, fill out this <a href="https://forms.gle/pEg4qx1aUgL29iU99">form</a>!</li>
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<li>Welcome to Data 8! Lecture and Lab start today. Discussion starts tomorrow. Zoom links for all sessions will be posted on Piazza.</li>
<li>Make sure you've been added to the course Piazza, Gradescope, and OkPy. If you do not have access to any of these platforms, email your GSI.</li>
<li>If you have DSP accommodations please have your letter sent in by Friday.</li>
<li>The midterm is scheduled for Friday July 17th at 10 am - 12 pm PDT. If you are in a time zone that would require you to start the exam between 12 am and 7 am or have a time conflict with another class and/or exam please fill out this <a href="https://forms.gle/f7pRRbPZ5j4vCkgf8">form</a>.</li>
<li>Homework 1 will be released later today, and will be due on Thursday 6/25 at 11:59 pm PDT.</li>
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<h2>Calendar</h2>
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<p><strong>Instructors</strong>: Anna Nguyen and Philippe (Phil) Boileau</p>
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<p><strong>Note:</strong> Topics are subject to changes.</p>
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<h3 id="Week-1:-Introduction-to-Python,-Inference,-and-Tables">Week 1: Introduction to Python, Inference, and Tables<a class="anchor-link" href="#Week-1:-Introduction-to-Python,-Inference,-and-Tables">¶</a></h3><p><em>Textbook Readings</em></p>
<ul>
<li><a href="https://www.inferentialthinking.com/chapters/01/what-is-data-science.html">Chapter 1: Data Science</a></li>
<li><a href="https://www.inferentialthinking.com/chapters/02/causality-and-experiments.html">Chapter 2: Causality and Experiments</a></li>
<li><a href="https://www.inferentialthinking.com/chapters/03/programming-in-python.html">Chapter 3: Programming in Python</a></li>
<li><a href="https://www.inferentialthinking.com/chapters/04/Data_Types.html">Chapter 4: Data Types</a></li>
<li><a href="https://www.inferentialthinking.com/chapters/05/Sequences.html">Chapter 5: Sequences</a></li>
<li><a href="https://www.inferentialthinking.com/chapters/06/Tables.html">Chapter 6: Tables</a></li>
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<th style="text-align:left"><b>Date</b></th>
<th style="text-align:left"><b>Course Content</b></th>
<th style="text-align:left"><b>Assignments</b></th>
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<tr class="sunday">
<td style="text-align:left">
Sun 06/21
</td><td style="text-align:left">
<div>Module 1.1 - Introduction: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module1_1/Module1_1_Part1.ipynb">Introduction</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module1_1/Module1_1_Part2.ipynb">Cause and Effect</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module1_1/Module1_1_Part3.ipynb">Data Types</a></div>
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</td></tr>
<tr class="monday">
<td style="text-align:left">
Mon 06/22
</td><td style="text-align:left">
<div>Live Lecture: Introduction (<a href="https://docs.google.com/presentation/d/1eGuGdQH2qSRw_0r42zlNkEM1lIL6j7xsOIenQI81CfM/edit?usp=sharing">Slides</a>) (<a href="https://www.youtube.com/watch?v=VIAkgUlBG3Y">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/lab/lab01/lab01.ipynb">Lab 01: Expressions</a></div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw01/hw01.ipynb">Homework 01</a> (Due Thu 06/25)</div>
</td></tr>
<tr class="tuesday">
<td style="text-align:left">
Tue 06/23
</td><td style="text-align:left">
<div>Module 1.2 - Tables I: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module1_2/Module1_2_Part1.ipynb">Introduction to Tables</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module1_2/Module1_2_Part2.ipynb">Arrays and Columns</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module1_2/Module1_2_Part3.ipynb">Building Tables</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module1_2/Module1_2_Part4.ipynb">Census Example</a></div>
<div>Discussion 1: Introduction <a href="https://docs.google.com/document/d/1li0ieLF85Glx2CavfXgXMp0NB9M9j1OvwEOuF16APxE/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/WiN0sJ0slZw">(Video)</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="wednesday">
<td style="text-align:left">
Wed 06/24
</td><td style="text-align:left">
<div>Live Lecture: Introduction to Tables (<a href="https://docs.google.com/presentation/d/1lHWexWba9XGsUc3-jqU63li94FEjkNWLlcbLXTWp6XU/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/Lecture_1_2.ipynb">Demo</a>) (<a href="https://youtu.be/mNmnMYUjYAE">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/lab/lab02/lab02.ipynb">Lab 02: Table Operations</a></div>
</td></tr>
<tr class="thursday">
<td style="text-align:left">
Thu 06/25
</td><td style="text-align:left">
<div>Discussion 2: Data Types <a href="https://docs.google.com/document/d/1s8JhUdVvyMmzwnD4fte3q6tWFnErWCajLEvYGjptBXA/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/Jun9iXghlMI">(Video)</a></div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw02/hw02.ipynb">Homework 02</a> (Due Sun 06/28)</div>
</td></tr>
<tr class="friday">
<td style="text-align:left">
Fri 06/26
</td><td style="text-align:left">
<div>Data Exploration Lecture: Data Sources (<a href="https://docs.google.com/presentation/d/1vP9_lGMRivksczFZLpzC6f_AHp4cSX6h9AM8kBISX9U/edit?usp=sharing">Slides</a>) (<a href="https://youtu.be/o7ODOcUBjV8">Video</a>)</div>
</td><td style="text-align:left">
</td></tr>
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</div>
</div>
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<h3 id="Week-2:-Visualizing-Data-and-Advanced-Table-Operations">Week 2: Visualizing Data and Advanced Table Operations<a class="anchor-link" href="#Week-2:-Visualizing-Data-and-Advanced-Table-Operations">¶</a></h3><p><em>Textbook Readings:</em></p>
<ul>
<li><a href="https://www.inferentialthinking.com/chapters/07/Visualization.html">Chapter 7: Visualization</a></li>
<li><a href="https://www.inferentialthinking.com/chapters/08/Functions_and_Tables.html">Chapter 8: Functions and Tables</a></li>
</ul>
</div>
</div>
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<tr>
<td class="header" style="text-align:left"><b>Date</b></td>
<td class="header" style="text-align:left"><b>Course Content</b></td>
<td class="header" style="text-align:left"><b>Assignments</b></td>
</tr>
<tr class="sunday">
<td style="text-align:left">
Sun 06/28
</td><td style="text-align:left">
<div>Module 2.1 - Data Visualization: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module2_1/Module2_1_Part1.ipynb">Charts</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module2_1/Module2_1_Part2.ipynb">Histograms</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module2_1/Module2_1_Part3.ipynb">Overlayed Histograms</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="monday">
<td style="text-align:left">
Mon 06/29
</td><td style="text-align:left">
<div>Live Lecture: Data Visualizations (<a href="https://docs.google.com/presentation/d/16YFmrB2oaSNIOJfMqhu17H5HYHik7RSf0s91Y4aAy5E/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/lecture_2_1.ipynb">Demo</a>) (<a href="https://youtu.be/DEtzghKJj5M">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/lab/lab03/lab03.ipynb">Lab 03: Data Types and Table Creation</a></div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw03/hw03.ipynb">Homework 03</a> (Due Thu 07/02)</div>
</td></tr>
<tr class="tuesday">
<td style="text-align:left">
Tue 06/30
</td><td style="text-align:left">
<div>Module 2.2 - Tables II: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module2_2/Module2_2_Part1.ipynb">Functions</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module2_2/Module2_2_Part2.ipynb">Groups</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module2_2/Module2_2_Part3.ipynb">Joins</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module2_2/Module2_2_Part4.ipynb">Tables Review</a></div>
<div>Discussion 3: Extending Tables <a href="https://docs.google.com/document/d/1BJ9EJFIHx52an-csdPJOT_QDVDabAsg1g-yLQeBngew/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/HnRHa69p7cw">(Video)</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="wednesday">
<td style="text-align:left">
Wed 07/01
</td><td style="text-align:left">
<div>Live Lecture: Advanced Table Opertations (<a href="https://docs.google.com/presentation/d/1ubnRQtl4woKJEbv86cxPmSRUbuBJBafrVzlg-rcG0-8/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/lecture_2_2.ipynb">Demo</a>) (<a href="https://youtu.be/RnCe0bPJ81I">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/lab/lab04/lab04.ipynb">Lab 04: Functions and Visualizations</a></div>
</td></tr>
<tr class="thursday">
<td style="text-align:left">
Thu 07/02
</td><td style="text-align:left">
<div>Discussion 4: Visualizations and Histograms <a href="https://docs.google.com/document/d/16x1oG8y0WNecz_vCNmJ7KkHQwinLBAG_n_C1V9qrEmQ/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/S0pg_DxM8hg">(Video)</a></div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw04/hw04.ipynb">Homework 04</a> (Due Sun 07/05)</div>
</td></tr>
<tr class="friday">
<td style="text-align:left">
Fri 07/03
</td><td style="text-align:left">
<div>Holiday: No Class</div>
</td><td style="text-align:left">
</td></tr>
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<h3 id="Week-3:-Probability,-Sampling,-and-Hypothesis-Testing">Week 3: Probability, Sampling, and Hypothesis Testing<a class="anchor-link" href="#Week-3:-Probability,-Sampling,-and-Hypothesis-Testing">¶</a></h3><p><em>Textbook Readings:</em></p>
<ul>
<li><a href="https://www.inferentialthinking.com/chapters/09/Randomness.htmld">Chapter 9: Randomness</a></li>
<li><a href="https://www.inferentialthinking.com/chapters/10/Sampling_and_Empirical_Distributions.html">Chapter 10: Sampling and Empirical Distributions</a></li>
<li><a href="https://www.inferentialthinking.com/chapters/11/Testing_Hypotheses.html">Chapter 11: Testing Hypotheses</a></li>
<li><a href="https://www.inferentialthinking.com/chapters/18/Updating_Predictions.html">Chapter 18: Updating Predictions</a></li>
</ul>
</div>
</div>
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<colgroup><col style="width: 10%;" /><col style="width: 40%;" /><col style="width: 20%;" /></colgroup>
<tr>
<td class="header" style="text-align:left"><b>Date</b></td>
<td class="header" style="text-align:left"><b>Course Content</b></td>
<td class="header" style="text-align:left"><b>Assignments</b></td>
</tr>
<tr class="sunday">
<td style="text-align:left">
Sun 07/05
</td><td style="text-align:left">
<div>Module 3.1 - Probability and Sampling: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module3_1/Module3_1_Part1.ipynb">Iteration</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module3_1/Module3_1_Part2.ipynb">Chance</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module3_1/Module3_1_Part3.ipynb">Conditioning</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module3_1/Module3_1_Part4.ipynb">Sampling</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="monday">
<td style="text-align:left">
Mon 07/06
</td><td style="text-align:left">
<div>Live Lecture: Probability and Sampling (<a href="https://docs.google.com/presentation/d/1QORnMQTTPxUlIULtb6aeEk24bYDwTxeGRg_4pflS6eY/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/Lecture_3_1.ipynb">Demo</a>) (<a href="https://youtu.be/JDZCQ3B4bpE">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/lab/lab05/lab05.ipynb">Lab 05: Simulations</a></div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw05/hw05.ipynb">Homework 05</a> (Due Thu 07/09)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/project/project1/project1.ipynb">Project 1</a> (Due Sun 07/12)</div>
</td></tr>
<tr class="tuesday">
<td style="text-align:left">
Tue 07/07
</td><td style="text-align:left">
<div>Module 3.2 - Hypothesis Testing I: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module3_2/Module3_2_Part1.ipynb">Statistical Models</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module3_2/Module3_2_Part2.ipynb">Comparing Distributions</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module3_2/Module3_2_Part3.ipynb">Decisions and Uncertainty</a></div>
<div>Discussion 5: Simulations <a href="https://docs.google.com/document/d/1UmS3kp3tRReuICnw0xoNDg8-u1kYcrx9vHrL0D5CjcI/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/kiIxR7Gp7wA">(Video)</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="wednesday">
<td style="text-align:left">
Wed 07/08
</td><td style="text-align:left">
<div>Live Lecture: Hypothesis Testing (<a href="https://docs.google.com/presentation/d/1dTIKrT5VgEU11m4u7IgliV4Sta4HVWbtryo--SPR7yQ/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/Lecture_3_2.ipynb">Demo</a>) (<a href="https://youtu.be/9wW8tNZsI20">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/lab/lab06/lab06.ipynb">Lab 06: Comparing Models</a></div>
</td></tr>
<tr class="thursday">
<td style="text-align:left">
Thu 07/09
</td><td style="text-align:left">
<div>Discussion 6: Comparing Models <a href="https://drive.google.com/file/d/10jhncLxwMG8LsehlFt34iKRFpqovWzPk/view?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/wyUhf-S4quc">(Video)</a></div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw06/hw06.ipynb">Homework 06</a> (Due Sun 07/12)</div>
</td></tr>
<tr class="friday">
<td style="text-align:left">
Fri 07/10
</td><td style="text-align:left">
<div>Data Exploration Lecture: Data Quality Assessment (<a href="https://docs.google.com/presentation/d/1TERwewDaO20SDoYqFOAhIVQlAUUHg9HoT4PxxIxyQIs/edit?usp=sharing">Slides</a>) (<a href="https://youtu.be/CRg-XMumlnA">Video</a>)</div>
</td><td style="text-align:left">
</td></tr>
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</div>
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<h3 id="Week-4:-Hypothesis-Testing-(Continued)">Week 4: Hypothesis Testing (Continued)<a class="anchor-link" href="#Week-4:-Hypothesis-Testing-(Continued)">¶</a></h3><p><em>Textbook readings:</em> <a href="https://www.inferentialthinking.com/chapters/12/Comparing_Two_Samples.html">Chapter 12: Comparing Two Samples</a></p>
</div>
</div>
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<table>
<colgroup><col style="width: 10%;" /><col style="width: 40%;" /><col style="width: 20%;" /></colgroup>
<tr>
<td class="header" style="text-align:left"><b>Date</b></td>
<td class="header" style="text-align:left"><b>Course Content</b></td>
<td class="header" style="text-align:left"><b>Assignments</b></td>
</tr>
<tr class="sunday">
<td style="text-align:left">
Sun 07/12
</td><td style="text-align:left">
<div>Module 4.1 - Hypothesis Testing II: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module4_1/Module4_1_Part1.ipynb">A/B Testing</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module4_1/Module4_1_Part2.ipynb">Causality</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="monday">
<td style="text-align:left">
Mon 07/13
</td><td style="text-align:left">
<div>Live Lecture: A/B Testing (<a href="https://docs.google.com/presentation/d/1Hag-5tItU2GBCcNGfhHRuVn5_dVptID8eoRdtosZ0GU/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/Lecture_4_1.ipynb">Demo</a>) (<a href="https://youtu.be/tqeDcJiNjI8">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/lab/lab07/lab07.ipynb">Lab 07: A/B Testing</a></div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw07/hw07.ipynb">Homework 07</a> (Due Sun 07/19)</div>
</td></tr>
<tr class="tuesday">
<td style="text-align:left">
Tue 07/14
</td><td style="text-align:left">
<div>Discussion 7: A/B Testing <a href="https://docs.google.com/document/d/1eRQIPP961wu_KKA2-TxnC_KDz_igp3RklZHvYu4jdUc/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/7aB-fEVuCCo">(Video)</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="wednesday">
<td style="text-align:left">
Wed 07/15
</td><td style="text-align:left">
<div>Live Lecture: Midterm Review (<a href="https://docs.google.com/presentation/d/1iWhVbW4sHhFW2m-TPOdgatPvqbL-69kxVgXiiS_d4gE/edit?usp=sharing">Slides</a>) (<a href="https://youtu.be/ZABihm2UkHw">Video</a>)</div>
</td><td style="text-align:left">
<div>Discussion: Midterm Review 1/2 <a href="https://docs.google.com/document/d/10tdtkRgIagAHi6Lb1hr8OgRJ96vAdKc_GajuDA4jfqw/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/901oxqznBPY">(Video)</a></div>
</td></tr>
<tr class="thursday">
<td style="text-align:left">
Thu 07/16
</td><td style="text-align:left">
<div>Discussion: Midterm Review 2/2 <a href="https://docs.google.com/document/d/11174c0bKsRh6UmPo4ZcwoVmiFHbbkQSe8JpZPVpmvWU/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/_dkHb3jvh5U">(Video)</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="friday">
<td style="text-align:left">
Fri 07/17
</td><td style="text-align:left">
<div>Midterm Exam</div>
</td><td style="text-align:left">
<div>Midterm </div>
</td></tr>
</table>
</div>
</div>
</div>
</div>
</div>
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<h3 id="Week-5:-Uncertainty,-Confidence,-and-Distributions">Week 5: Uncertainty, Confidence, and Distributions<a class="anchor-link" href="#Week-5:-Uncertainty,-Confidence,-and-Distributions">¶</a></h3><p><em>Textbook readings:</em> <a href="https://www.inferentialthinking.com/chapters/13/Estimation.html">Chapter 13: Estimation</a></p>
</div>
</div>
</div>
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<div class="output_wrapper">
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<table>
<colgroup><col style="width: 10%;" /><col style="width: 40%;" /><col style="width: 20%;" /></colgroup>
<tr>
<td class="header" style="text-align:left"><b>Date</b></td>
<td class="header" style="text-align:left"><b>Course Content</b></td>
<td class="header" style="text-align:left"><b>Assignments</b></td>
</tr>
<tr class="sunday">
<td style="text-align:left">
Sun 07/19
</td><td style="text-align:left">
<div>Module 5.1 - Uncertainty and Confidence Intervals: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module5_1/Module5_1_Part1.ipynb">Estimation and the Bootstrap</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module5_1/Module5_1_Part2.ipynb">Confidence Intervals</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="monday">
<td style="text-align:left">
Mon 07/20
</td><td style="text-align:left">
<div>Live Lecture: Uncertainty and Confidence Intervals (<a href="https://docs.google.com/presentation/d/1X9PvN78uBAL190xjyKau5_A3264N0dYYZM3p-G3qoS4/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/Lecture_5_1.ipynb">Demo</a>) (<a href="https://youtu.be/5TKnKbYM858">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/lab/lab08/lab08.ipynb">Lab 08: Bootstrap</a></div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw08/hw08.ipynb">Homework 08</a> (Due Thu 07/23)</div>
</td></tr>
<tr class="tuesday">
<td style="text-align:left">
Tue 07/21
</td><td style="text-align:left">
<div>Module 5.2 - Distributions: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module5_2/Module5_2_Part1.ipynb">Center and Spread</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module5_2/Module5_2_Part2.ipynb">The Normal Distribution</a></div>
<div>Discussion 8: Bootstrapping <a href="https://docs.google.com/document/d/1tGtNa4pTtrWHHNFzH8eqpFekAkjXuj2i46jDK2ih3tM/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/o5cYunff1OU">(Video)</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="wednesday">
<td style="text-align:left">
Wed 07/22
</td><td style="text-align:left">
<div>Live Lecture: Center, Spread, and the Normal (<a href="https://docs.google.com/presentation/d/1NyfVc728cruJdcNi09kiT1oBwbyJ-KIGNUYHcbdqCzw/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/Lecture_5_2.ipynb">Demo</a>) (<a href="https://youtu.be/3nePkSBe4SE">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/lab/lab09/lab09.ipynb">Lab 09: The Normal Distribution and the Variance of Sample Means</a></div>
</td></tr>
<tr class="thursday">
<td style="text-align:left">
Thu 07/23
</td><td style="text-align:left">
<div>Discussion 9: The Variance of Sample Means <a href="https://drive.google.com/file/d/1vY-rsjjDdZU3bH8SqTKVP9LUvJwHPbNS/view?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/MFr2M44HPw8">(Video)</a></div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw09/hw09.ipynb">Homework 09</a> (Due Sun 07/26)</div>
</td></tr>
<tr class="friday">
<td style="text-align:left">
Fri 07/24
</td><td style="text-align:left">
<div>Data Exploration Lecture: Hypothesis Testing (<a href="https://docs.google.com/presentation/d/1WEAHazqHB-ITCVU6djk7KxHeTt-RomU8kGB8TmtN_4E/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/Data_Exploration_3.ipynb">Demo</a>) (<a href="https://youtu.be/iS2hnXa8vJc">Video</a>)</div>
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<h3 id="Week-6:-Linear-Regression">Week 6: Linear Regression<a class="anchor-link" href="#Week-6:-Linear-Regression">¶</a></h3><p><em>Textbook readings:</em></p>
<ul>
<li><a href="https://www.inferentialthinking.com/chapters/15/Prediction.html">Chapter 15: Prediction</a></li>
<li><a href="https://www.inferentialthinking.com/chapters/16/Inference_for_Regression.html">Chapter 16: Inference for Regression</a></li>
</ul>
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<td class="header" style="text-align:left"><b>Date</b></td>
<td class="header" style="text-align:left"><b>Course Content</b></td>
<td class="header" style="text-align:left"><b>Assignments</b></td>
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<tr class="sunday">
<td style="text-align:left">
Sun 07/26
</td><td style="text-align:left">
<div>Module 6.1 - Linear Regression I: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module6_1/Module6_1_Part1.ipynb">Correlation</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module6_1/Module6_1_Part2.ipynb">Linear Regression</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="monday">
<td style="text-align:left">
Mon 07/27
</td><td style="text-align:left">
<div>Live Lecture: Introduction to Linear Regression (<a href="https://docs.google.com/presentation/d/10b2te5Bnw0U0ibSAtQz5Noks7B0GJsokwn1SYD_acOY/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/Lecture_6_1.ipynb">Demo</a>) (<a href="https://youtu.be/G3rNoU4f9xM">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/lab/lab10/lab10.ipynb">Lab 10: Correlation and Regression</a></div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw10/hw10.ipynb">Homework 10</a> (Due Thu 07/30)</div>
</td></tr>
<tr class="tuesday">
<td style="text-align:left">
Tue 07/28
</td><td style="text-align:left">
<div>Module 6.2 - Linear Regression II: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module6_2/Module6_2_Part1.ipynb">Least Squares</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module6_2/Module6_2_Part2.ipynb">Residuals</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module6_2/Module6_2_Part3.ipynb">Inference</a></div>
<div>Discussion 10: Correlation and Regression <a href="https://docs.google.com/document/d/1a59ZiV5SsKK_56qqmjNgt8Aare2onZzuegLUtitVpoM/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/lOIJ_KkVwGA">(Video)</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="wednesday">
<td style="text-align:left">
Wed 07/29
</td><td style="text-align:left">
<div>Live Lecture: Least Squares, Linear Regression Diagnostics, and Regression Inference (<a href="https://docs.google.com/presentation/d/1hOI3MClPuXVwhWZ1dvEK2V9LRx2lAZ4BU2y0-WpBl-U/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/Lecture_6_2.ipynb">Demo</a>) (<a href="https://youtu.be/zlyvJqfGNLc">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/lab/lab11/lab11.ipynb">Lab 11: Regression Inference</a></div>
</td></tr>
<tr class="thursday">
<td style="text-align:left">
Thu 07/30
</td><td style="text-align:left">
<div>Discussion 11: Regression Inference <a href="https://docs.google.com/document/d/1elJut4WUCiXadpeJqFPtmpxwu6QnggMuexNFrhyYA8Y/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/HlVnikfDoZM">(Video)</a></div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw11/hw11.ipynb">Homework 11</a> (Due Sun 08/02)</div>
</td></tr>
<tr class="friday">
<td style="text-align:left">
Fri 07/31
</td><td style="text-align:left">
<div>Data Exploration Lecture: Linear Regression (<a href="https://docs.google.com/presentation/d/1PhvKRy95LeokNx7raXqB7nhjnuvPhfRQ2Vo5WkIaP7s/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/data-exploration-lecture_linear-regression.ipynb">Demo</a>) (<a href="https://youtu.be/Z2KN1USFtXY">Video</a>)</div>
</td><td style="text-align:left">
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<h3 id="Week-7:-Classification,-and-Case-Studies">Week 7: Classification, and Case Studies<a class="anchor-link" href="#Week-7:-Classification,-and-Case-Studies">¶</a></h3><p>Textbook readings: <a href="https://www.inferentialthinking.com/chapters/17/Classification.html">Chapter 16: Classification</a></p>
</div>
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<td class="header" style="text-align:left"><b>Date</b></td>
<td class="header" style="text-align:left"><b>Course Content</b></td>
<td class="header" style="text-align:left"><b>Assignments</b></td>
</tr>
<tr class="sunday">
<td style="text-align:left">
Sun 08/02
</td><td style="text-align:left">
<div>Module 7.1 - Classification: <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module7_1/Module7_1_Part1.ipynb">Introduction</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module7_1/Module7_1_Part2.ipynb">Classifiers</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="monday">
<td style="text-align:left">
Mon 08/03
</td><td style="text-align:left">
<div>Live Lecture: Classification (<a href="https://docs.google.com/presentation/d/1Ebmvbv9sdvmIxAxiX4CT_2b_NM9qaaI2WCCAvzf_FnE/edit?usp=sharing">Slides</a>) (<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_demos/Lecture_7_1.ipynb">Demo</a>) (<a href="https://youtu.be/tv93WKiR3-k">Video</a>)</div>
</td><td style="text-align:left">
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/hw/hw12/hw12.ipynb">Homework 12</a> (Due Thu 08/06)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=materials/su20/project/project2/project2.ipynb">Project 2</a> (Due Sun 08/09)</div>
</td></tr>
<tr class="tuesday">
<td style="text-align:left">
Tue 08/04
</td><td style="text-align:left">
<div>Module 7.2 - Case Studies (Optional): <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-su20&subPath=lec_guides/module7_2/Module7_2_Part1.ipynb">Data Science and Privacy</a></div>
<div>Discussion 12: Classification <a href="https://docs.google.com/document/d/1YeD4dLpf4sAUPY-x0IUW1Cd47_MQN5E-Xo5eB94D1jw/edit?usp=sharing">(Worksheet)</a> <a href="https://youtu.be/J63PSnbXGJ8">(Video)</a></div>
</td><td style="text-align:left">
</td></tr>
<tr class="wednesday">
<td style="text-align:left">
Wed 08/05
</td><td style="text-align:left">
<div>Data Exploration Lecture: Classification (<a href="https://docs.google.com/presentation/d/1VWVFX7rBlekEEQA80cniL0D90aeul_FyXvQX_Y5gQHU/edit?usp=sharing">Slides</a>) (<a href="https://youtu.be/JrlhtrgEa9o">Video</a>)</div>
</td><td style="text-align:left">
</td></tr>
<tr class="friday">
<td style="text-align:left">
Fri 08/07
</td><td style="text-align:left">
<div>Live Lecture: How to Present Final Project Results (<a href="https://docs.google.com/presentation/d/1u2PdsRLAwFA_21C343ss39ec5h8Ftwl28EkNLF6gWJk/edit?usp=sharing">Slides</a>) (<a href="https://youtu.be/AyhOYVeMgYA">Video</a>)</div>
</td><td style="text-align:left">
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<h3 id="Week-8:-Guest-Lectures,-and-Final-Project">Week 8: Guest Lectures, and Final Project<a class="anchor-link" href="#Week-8:-Guest-Lectures,-and-Final-Project">¶</a></h3>
</div>
</div>
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<td class="header" style="text-align:left"><b>Date</b></td>
<td class="header" style="text-align:left"><b>Course Content</b></td>
<td class="header" style="text-align:left"><b>Assignments</b></td>
</tr>
<tr class="monday">
<td style="text-align:left">
Mon 08/10
</td><td style="text-align:left">
<div>Guest Lecture: Ziad Obermeyer (<a href="https://docs.google.com/presentation/d/19d58VEfbShHQtK5RAplf4bx6HpazCTtQxhQ3dxxCPmg/edit?usp=sharing">Slides</a>) (<a href="https://youtu.be/Dbr8T9ktW6c">Video</a>)</div>
</td><td style="text-align:left">
</td></tr>
<tr class="wednesday">
<td style="text-align:left">
Wed 08/12
</td><td style="text-align:left">
<div>Live Lecture: Conclusion (<a href="https://docs.google.com/presentation/d/1Rt9iKXAtJDGq0VcEUb4DdIx67KAppF_-f3ssHTVlcwc/edit?usp=sharing">Slides</a>) (<a href="https://youtu.be/bhSM_S-quzE">Video</a>)</div>
</td><td style="text-align:left">
<div>Final Project Due at 11:59 PM PDT</div>
</td></tr>
<tr class="friday">
<td style="text-align:left">
Fri 08/14
</td><td style="text-align:left">
<div>Panel: Careers in Data Science (1 PM) (<a href="https://www.youtube.com/watch?v=oj5xQMp000E">Video</a>)</div>
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