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<!DOCTYPE html>
<html lang="en">
<head>
<title>Calendar</title>
<!-- Latest compiled and minified Bootstrap CSS -->
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u" crossorigin="anonymous">
<link rel="stylesheet" href="./theme/css/main.css" />
</head>
<body id="index" class="home">
<nav class="navbar navbar-default navbar-fixed-top">
<div class="container">
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<button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false" aria-controls="navbar">
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</button>
<a class="navbar-brand" href="./">
Data 8 Fall 2020
</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>
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<li class="dropdown">
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<div class="archive-banner">
⚠️ 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>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 Swupnil Sahai</p>
</div>
</div>
</div>
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</div><div class="inner_cell">
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<p><strong>Lecture</strong>: MWF 11am-12pm</p>
</div>
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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">Vitamin</td>
<td class="header">Lecture</td>
<td class="header">Reading</td>
<td class="header">Discussion</td>
<td class="header">Assignment</td>
</tr>
<tr class="wednesday">
<td>
Wed 08/26
</td><td>
Introduction
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin01/vitamin01.ipynb">Vitamin 01</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1koHHINpX-CVgRt3_vW0_jnDnFZBul85ZnMIVH3uMQ9U/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec01.ipynb">Demos</a>, <a href="https://youtu.be/yHVMpAD_xRU">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/1x0JL8lBURDoHr048pCtnlP7ksgcoP3OUo1Y65Xnypfg/edit?usp=sharing">Worksheet 01 - Optional</a> (<a href="https://docs.google.com/document/d/1RXihrEInlaZyAd5nekrh6czhDRCz9xXcYizQVn_PAQ4/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/lab/lab01/lab01.ipynb">Lab 01: Expressions</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 08/28
</td><td>
Cause and Effect
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin02/vitamin02.ipynb">Vitamin 02</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1lH2AokzBLbiIiTr9K5QavelY1FMwOcFIDaAeAxqLeeg/edit?usp=sharing">Slides</a>, <a href="https://youtu.be/kSqn8nCx36E">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://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw01/hw01.ipynb">Homework 01</a> (Due Thu 09/03)</div>
</td></tr>
<tr class="monday">
<td>
Mon 08/31
</td><td>
Tables
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin03/vitamin03.ipynb">Vitamin 03</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1zCQyYrGULjHQILNcSfvqLlywauOrBfDGkb9cHyTQJiw/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec03.ipynb">Demos</a>, <a href="https://youtu.be/V6cYrk-JlhY">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/1rZLrYApU14RtYXdvDMbBgPqlKMTbB2VVw5pMhFgQDb4/edit?usp=sharing">Worksheet 02</a> (<a href="https://docs.google.com/document/d/12u8H_wFKBEmoa0F8awmh9BYamyHDPGsKNc_8vH42O8c/edit?usp=sharing">Solutions</a>)</div>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 09/02
</td><td>
Data Types
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin04/vitamin04.ipynb">Vitamin 04</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1bW4x2riTRN5Sj7xk0nNqi54R7IoO9DvrmDvsP7giOpw/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec04.ipynb">Demos</a>, <a href="https://youtu.be/-NQJUi3Dty8">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>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/lab/lab02/lab02.ipynb">Lab 02: Table Operations</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 09/04
</td><td>
Building Tables
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin05/vitamin05.ipynb">Vitamin 05</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1qZ4fZvpFg5hjXbdWZ0z73zKjevIBTLITGKwuQT99bcI/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec05.ipynb">Demos</a>, <a href="https://youtu.be/L2tAhxmD_M0">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://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw02/hw02.ipynb">Homework 02</a> (Due Sat 09/12)</div>
</td></tr>
<tr class="monday">
<td>
Mon 09/07
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 09/09
</td><td>
Census
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin06/vitamin06.ipynb">Vitamin 06</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1P2uSplKOgfJMDGtrG8XZOxorzwI0I_QY5P7GjI1kkJk/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec06.ipynb">Demos</a>, <a href="https://youtu.be/V6FIj-FYpuo">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="https://docs.google.com/document/d/1wgwa9aUnOSMrk6nzegMPm_1ZMFZg_xi9i-buHC5Qg24/edit?usp=sharing">Worksheet 03</a> (<a href="https://docs.google.com/document/d/1eK6ANBIFGPcqQq4tx4RuS_W1c5g3UnmCSkZkXxc_pag/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/lab/lab03/lab03.ipynb">Lab 03: Data Types and Creating & Extending Tables</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 09/11
</td><td>
Charts
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin07/vitamin07.ipynb">Vitamin 07</a>
</td><td>
<a href="https://docs.google.com/presentation/d/11w4_Z69gufvN3U6MPzmOzstmAECAT-ViHB7EmhvjVQ0/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec07.ipynb">Demos</a>, <a href="https://youtu.be/Zs3v-PhogY0">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://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw03/hw03.ipynb">Homework 03</a> (Due Thu 09/17)</div>
</td></tr>
<tr class="monday">
<td>
Mon 09/14
</td><td>
Histograms
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin08/vitamin08.ipynb">Vitamin 08</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1kCtd1cdCtnaLiV8aEf8fietsjgAyGZPAmDl8XB4y7zg/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec08.ipynb">Demos</a>, <a href="https://youtu.be/2WSkPO8xU8s">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/07/2/visualizing-numerical-distributions.html">7.2</a>, <a href="https://www.inferentialthinking.com/chapters/07/3/overlaid-graphs.html">7.3</a>
</td><td>
<div><a href="https://docs.google.com/document/d/12ImpIYjKwqFzbFsHbHHewZZSlygIwW15qO4wvLgDH18/">Worksheet 04</a> (<a href="https://docs.google.com/document/d/1Q7zmLGZDkwv0iRt0lyarS4-KZMauc7-qGkROIU9UnJo/edit?usp=sharing">Solutions</a>)</div>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 09/16
</td><td>
Functions
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin09/vitamin09.ipynb">Vitamin 09</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1ODiUGOZcVyVwoqFCSIFm9viFd12D9H5_NlRofvma0G0/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec09.ipynb">Demos</a>, <a href="https://youtu.be/eVYlaRsv-hg">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>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/lab/lab04/lab04.ipynb">Lab 04: Functions and Visualizations</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 09/18
</td><td>
Groups
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin10/vitamin10.ipynb">Vitamin 10</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1EG2kwjduAK_mrqCPun9PZZrnH92tjvVPkH3fxcS00uI/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec10.ipynb">Demos</a>, <a href="https://youtu.be/hOgf2eiJeEg">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://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw04/hw04.ipynb">Homework 04</a> (Due Sat 09/26)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/project/project1/project1.ipynb">Project 1: World Progress</a></div>
<div>(Checkpoint Fri 09/25; Due Sun 10/04)</div>
</td></tr>
<tr class="monday">
<td>
Mon 09/21
</td><td>
Joins
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin11/vitamin11.ipynb">Vitamin 11</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1iJ65wkIYoy5KqXlm3Bg4p3VwJ_2AwfP7116tWsdlMzE/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec11.ipynb">Demos</a>, <a href="https://youtu.be/O5SDv2d5GH0">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/1Qj88P5l8BWYLb_O8AKnvEvImrUhs772FdjCSKmIzz5c/edit?usp=sharing">Worksheet 05 - Project 1</a> (<a href="https://docs.google.com/document/d/1I80N33toiU73BeUBDLFIMKsF7gGHCiqmqVyr3zJpFjk/edit?usp=sharing">Solutions</a>)</div>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 09/23
</td><td>
Table Examples
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin12/vitamin12.ipynb">Vitamin 12</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1XQYHXhnPg2lxkcBALfKZarlvr6K9eyV8aZVCfnQsUMM/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec12.ipynb">Demos</a>, <a href="https://youtu.be/Sg6FmttlPS0">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>
<div>Lab: Project 1</div>
</td></tr>
<tr class="friday">
<td>
Fri 09/25
</td><td>
Iteration
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin13/vitamin13.ipynb">Vitamin 13</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1MCYJedBUIkV3HMDefTmmeH5mT_3hbXXux5PnDuwlhyo/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec13.ipynb">Demos</a>, <a href="https://youtu.be/tpQjGuXUVPY">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/09/randomness.html">9</a>, <a href="https://www.inferentialthinking.com/chapters/09/1/conditional-statements.html">9.1</a>, <a href="https://www.inferentialthinking.com/chapters/09/2/iteration.html">9.2</a>, <a href="https://www.inferentialthinking.com/chapters/09/3/simulation.html">9.3</a>
</td><td>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw05/hw05.ipynb">Homework 05</a> (Due Sat 10/03)</div>
</td></tr>
<tr class="monday">
<td>
Mon 09/28
</td><td>
Chance
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin14/vitamin14.ipynb">Vitamin 14</a>
</td><td>
<a href="https://docs.google.com/presentation/d/18v4C4GGi1fvWThilYuiD25YdVOY1gSadOHXlbMruL0U/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec14.ipynb">Demos</a>, <a href="https://youtu.be/CjyCXCytar4">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/09/5/finding-probabilities.html">9.5</a>, <a href="https://www.inferentialthinking.com/chapters/18/1/more-likely-than-not-binary-classifier.html">18.1</a>
</td><td>
<div><a href="https://docs.google.com/document/d/12qkoOVMwb8K-b2nNlLxn1icC8mUhe2hJCaJ50lOfq1Q/edit?usp=sharing">Worksheet 06</a> (<a href="https://docs.google.com/document/d/1xym7Jw_0IIm9ru3gx7dmPUXjTn5ebWQTn29a7tJ8h3U/edit?usp=sharing">Solutions</a>)</div>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 09/30
</td><td>
Sampling
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin15/vitamin15.ipynb">Vitamin 15</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1K_NIPravXHu9C1Cq6WuHzTQF5i_OPadX81iotpNqNIo/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec15.ipynb">Demos</a>, <a href="https://youtu.be/2JLk51P18fY">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/10/sampling-and-empirical-distributions.html">10</a>, <a href="https://www.inferentialthinking.com/chapters/10/1/empirical-distributions.html">10.1</a>, <a href="https://www.inferentialthinking.com/chapters/10/2/sampling-from-a-population.html">10.2</a>
</td><td>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/lab/lab05/lab05.ipynb">Lab 05: Conditional Statements, Iteration, Tables</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 10/02
</td><td>
Models
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin16/vitamin16.ipynb">Vitamin 16</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1qSZP_YU34oCptUt3yBqqbu0Anm_3q_WeZzpFuTHnVMo/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec16.ipynb">Demos</a>, <a href="https://youtu.be/SL_7ExaX_ss">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>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw06/hw06.ipynb">Homework 06</a> (Due Thu 10/08)</div>
</td></tr>
<tr class="monday">
<td>
Mon 10/05
</td><td>
Comparing Distributions
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin17/vitamin17.ipynb">Vitamin 17</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1_qEWMVzbNCvFSW-YYEipZ_zyv5TT-0x8rJGDwv6pxR8/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec17.ipynb">Demos</a>, <a href="https://youtu.be/Pvc87mGTcPs">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>
<div><a href="https://docs.google.com/document/d/1zcp3x6NvzRymVo7eAh7BBk2eju0HNy7kdf806ae6eVw/edit?usp=sharing">Worksheet 07</a> (<a href="https://docs.google.com/document/d/1gCd_UA9u3fGY3TKwmDWHTh9fwa9xVI8VrwMGQD0J6yE/edit?usp=sharing">Solutions</a>)</div>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 10/07
</td><td>
Decisions and Uncertainty
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin18/vitamin18.ipynb">Vitamin 18</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1lF6CJgWCxWyDq4lM_NWDLaTKpm_2Q0VweCtja27u28s/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec18.ipynb">Demos</a>, <a href="https://youtu.be/KL44skBEB84">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/11/3/decisions-and-uncertainty.html">11.3</a>
</td><td>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/lab/lab06/lab06.ipynb">Lab 06: Assessing Models</a></div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw07/hw07.ipynb">Homework 07</a> (Due Thu 10/15)</div>
</td></tr>
<tr class="friday">
<td>
Fri 10/09
</td><td>
P-Values
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin19/vitamin19.ipynb">Vitamin 19</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1dM7i1YZCyYb4Iz2CZdHR6LJHWttX7MwGqWxND6Np0Aw/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec19.ipynb">Demos</a>, <a href="https://youtu.be/0NeYrs-p4KY">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><td>
</td></tr>
<tr class="monday">
<td>
Mon 10/12
</td><td>
A/B Testing
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin20/vitamin20.ipynb">Vitamin 20</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1j1eFGjJxZp87bihRqro416q5D325UlgQJEHzrrCp1p0/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec20.ipynb">Demos</a>, <a href="https://youtu.be/4sUsELTKEis">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>
<div><a href="https://docs.google.com/document/d/1nojGUk5OtaGsxmL_qKINiM62ABKoJPTnbZsa3rF1hwI/edit?usp=sharing">Worksheet 08</a> (<a href="https://docs.google.com/document/d/1L1AOSNMYuDNq764xjOjPuok8pAk5VcWseh9VjbL5Ryc/edit?usp=sharing">Solutions</a>)</div>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 10/14
</td><td>
Examples
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin21/vitamin21.ipynb">Vitamin 21</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1IfAVGSFI69kfkmaqbfMBuja-qiJdN2ZC-GyztjyIusQ/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec21.ipynb">Demos</a>, <a href="https://youtu.be/ftoMgZjYrx4">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/12/2/deflategate.html">12.2</a>
</td><td>
</td><td>
<div>Lab: Midterm Review, <a href="https://docs.google.com/document/d/1FqyWsrb6EuOSRlyqLPg4iqTYmC5i3WkN6ZqCZS5UMJk/edit?usp=sharing">Worksheet </a><a href="https://docs.google.com/document/d/1cFBcJn1bjY0yyikhjuTLxwm390SwaZkxNsoCE56dMyI/edit?usp=sharing">(Solutions)</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 10/16
</td><td>
Midterm Review
</td><td>
</td><td>
<a href="https://docs.google.com/presentation/d/1nz3QDizK4EQVbeOd8bZ3K4M1SuVEs923xbjGY1gTaJ4/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec22.ipynb">Demos</a>, <a href="https://youtu.be/Ct-pD7XUveI">Video</a>
</td><td>
</td><td>
</td><td>
<div>Midterm (7:00 PM - 9:00 PM)</div>
</td></tr>
<tr class="monday">
<td>
Mon 10/19
</td><td>
Causality
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin23/vitamin23.ipynb">Vitamin 23</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1eKRWc9EAqw_cE8tcBQpnaz1_jEScQ3y8HMoqMZI5Obg/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec23.ipynb">Demos</a>, <a href="https://youtu.be/9q9XG7qsaW8">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/12/3/causality.html">12.3</a>
</td><td>
<div><a href="https://docs.google.com/document/d/1_pr52OPS_QQI0ifxWKRcTLv2o_IGYCoOV3J0rrMs9cs/edit?usp=sharing">Worksheet 09</a> (<a href="https://docs.google.com/document/d/1bn1ZAx01fwa40lMnwdmHYPogDFkZ3_j-l25AZfZ4qU0/edit?usp=sharing">Solutions</a>)</div>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 10/21
</td><td>
Confidence Intervals
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin24/vitamin24.ipynb">Vitamin 24</a>
</td><td>
<a href="https://docs.google.com/presentation/d/13VyyCBHsqKo1j4H91lZewQn3ILWARxcSWptP4-BAQqA/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec24.ipynb">Demos</a>, <a href="https://youtu.be/crt-1MRaS2M">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>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/lab/lab07/lab07.ipynb">Lab 07: A/B Testing</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 10/23
</td><td>
Interpreting Confidence
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin25/vitamin25.ipynb">Vitamin 25</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1K5-5lhLvZEN4XaX7on2PvYRmVWAKULVfbpcbfgvUk8M/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec25.ipynb">Demos</a>, <a href="https://youtu.be/mk3wKjxwszc">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/13/3/confidence-intervals.html">13.3</a>, <a href="https://www.inferentialthinking.com/chapters/13/4/using-confidence-intervals.html">13.4</a>
</td><td>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw08/hw08.ipynb">Homework 08</a> (Due Fri 10/30)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/project/project2/project2.ipynb">Project 2: Cardiovascular Disease</a></div>
<div>(Checkpoint 1 Fri 10/30; Checkpoint 2 Fri 11/06; Due Fri 11/13)</div>
</td></tr>
<tr class="monday">
<td>
Mon 10/26
</td><td>
Center and Spread
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin26/vitamin26.ipynb">Vitamin 26</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1NtgBWe4aEQd_ST92VCvN0bsPQEmj6lo05Bv2JC0m9WY/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec26.ipynb">Demos</a>, <a href="https://youtu.be/pCtatZH9Cr0">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/14/why-the-mean-matters.html">14</a>, <a href="https://www.inferentialthinking.com/chapters/14/1/properties-of-the-mean.html">14.1</a>, <a href="https://www.inferentialthinking.com/chapters/14/2/variability.html">14.2</a>
</td><td>
<div><a href="https://docs.google.com/document/d/1ews1kOOt3tLFp_t5zKo7fRZkR2Gv68rpXHaJHZcrGXA/edit?usp=sharing">Worksheet 10</a> (<a href="https://docs.google.com/document/d/1bCCBbXa-X08H62C_VNjprfVmUt-EoM_WN6jV7PUypgM/edit?usp=sharing">Solutions</a>)</div>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 10/28
</td><td>
The Normal Distribution
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin27/vitamin27.ipynb">Vitamin 27</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1ACQyRFNcdA9sJQfRdVdWwHTR_ZNS8E18Oaibp9R__1s/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec27.ipynb">Demos</a>, <a href="https://youtu.be/pZRVZaJTzBE">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/14/3/sd-and-the-normal-curve.html">14.3</a>, <a href="https://www.inferentialthinking.com/chapters/14/4/central-limit-theorem.html">14.4</a>
</td><td>
</td><td>
<div>Lab: Project 2</div>
</td></tr>
<tr class="friday">
<td>
Fri 10/30
</td><td>
Sample Means
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin28/vitamin28.ipynb">Vitamin 28</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1z3vu-QhahwWMX4ujnslItjD3ySN8BvitYiB3aeav9Ww/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec28.ipynb">Demos</a>, <a href="https://youtu.be/MBuudlm38Js">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>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw09/hw09.ipynb">Homework 09</a> (Due Fri 11/06)</div>
</td></tr>
<tr class="monday">
<td>
Mon 11/02
</td><td>
Designing Experiments
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin29/vitamin29.ipynb">Vitamin 29</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1fKUM1Zz-bWQ0kIf57RiJNoh1b6CKmbc0s7oLgswblxU/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec29.ipynb">Demos</a>, <a href="https://youtu.be/8Xro6H9fLEk">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="https://docs.google.com/document/d/1c-smoZRTCEgB1-Xk6Bf8wUZn3OwNHeXlTNXwuUwXyko/edit?usp=sharing">Worksheet 11</a> (<a href="https://docs.google.com/document/d/1pj3wj_JbGbnoRjm44aowRHoQP2Dx9gSq9RsTYK7YvIw/edit?usp=sharing">Solutions</a>)</div>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 11/04
</td><td>
Correlation
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin30/vitamin30.ipynb">Vitamin 30</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1RXaw1JhyxLBh6mscryorD5TbV5VfpN8fI20rbYS78LA/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec30.ipynb">Demos</a>, <a href="https://youtu.be/eqiek1jgFMY">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><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/lab/lab08/lab08.ipynb">Lab 08: Sample Means</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 11/06
</td><td>
Linear Regression
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin31/vitamin31.ipynb">Vitamin 31</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1do4KBtTIsKBT4muk0ir2NnEGDo8F3Q1ALlhHLIWSF6Q/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec31.ipynb">Demos</a>, <a href="https://youtu.be/K5x5vgJjqdc">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/15/2/regression-line.html">15.2</a>
</td><td>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw10/hw10.ipynb">Homework 10</a> (Due Fri 11/13)</div>
</td></tr>
<tr class="monday">
<td>
Mon 11/09
</td><td>
Least Squares
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin32/vitamin32.ipynb">Vitamin 32</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1hFjaPC4vAD6vO738wboOywunIRQBivNA1PhzrTkbvdc/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec32.ipynb">Demos</a>, <a href="https://youtu.be/iev4QC6VHa8">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/15/3/method-of-least-squares.html">15.3</a>, <a href="https://www.inferentialthinking.com/chapters/15/4/least-squares-regression.html">15.4</a>
</td><td>
<div><a href="https://docs.google.com/document/d/14dDxeKjvM9wIkLEX7JwUFFV8nbSAHETzjPpg6t-K6jk/edit?usp=sharing">Worksheet 12</a> (<a href="https://docs.google.com/document/d/1npyhHRFhpqjoPOTGBISx_kIrUj7FB9FF6vwOztT1cLo/edit?usp=sharing">Solutions</a>)</div>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/lab/lab09/lab09.ipynb">Lab 09: Regression</a></div>
</td></tr>
<tr class="wednesday">
<td>
Wed 11/11
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="friday">
<td>
Fri 11/13
</td><td>
Residuals
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin33/vitamin33.ipynb">Vitamin 33</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1o2_pi5uY11FWJCSrQ0cULNzT-Kq4qhc7ah9DjPhA8BI/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec33.ipynb">Demos</a>, <a href="https://youtu.be/EYb_K6_8LS0">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/15/5/visual-diagnostics.html">15.5</a>, <a href="https://www.inferentialthinking.com/chapters/15/6/numerical-diagnostics.html">15.6</a>
</td><td>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw11/hw11.ipynb">Homework 11</a> (Due Sat 11/21)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/project/project3/project3.ipynb">Project 3: Classifying Movies</a></div>
<div>(Checkpoint Sat 11/21; Due Fri 12/04)</div>
</td></tr>
<tr class="monday">
<td>
Mon 11/16
</td><td>
Regression Inference
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin34/vitamin34.ipynb">Vitamin 34</a>
</td><td>
<a href="https://docs.google.com/presentation/d/13vxYN-UcP84Tv8z-zr8IO4f_JuPWXA3J5KbyrPrCT6Q/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec34.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=fvC2ytHYnXI">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/16/inference-for-regression.html">16</a>
</td><td>
<div><a href="https://docs.google.com/document/d/12LsrJL97r_e_BX10Wk9laFy2Ui92urlo5gMqVPlLot0/edit?usp=sharing">Worksheet 13</a> (<a href="https://docs.google.com/document/d/17VjpCpHFyk2i5Msu3xeyOibiN8Svqw_FFhqEtQshYsY/edit?usp=sharing">Solutions</a>)</div>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 11/18
</td><td>
Classification
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin35/vitamin35.ipynb">Vitamin 35</a>
</td><td>
<a href="https://docs.google.com/presentation/d/14bPV9LCsaBut-LV5zhvQ9EBn90qh2RcCqvrCP_LAzZI/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec35.ipynb">Demos</a>, <a href="https://youtu.be/4em-P6yCGH4">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>
</td><td>
<div>Lab: Project 3</div>
</td></tr>
<tr class="friday">
<td>
Fri 11/20
</td><td>
Classifiers
</td><td>
<a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/vitamin/vitamin36/vitamin36.ipynb">Vitamin 36</a>
</td><td>
<a href="https://docs.google.com/presentation/d/1XfnY6PZiI-bZZnLrPnJhJ2eRQgQajJu9mUJfFsuznaU/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec36.ipynb">Demos</a>, <a href="https://youtu.be/sdHQ_ppp4XE">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://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=materials/fa20/hw/hw12/hw12.ipynb">Homework 12</a> (Due Fri 12/04)</div>
</td></tr>
<tr class="monday">
<td>
Mon 11/23
</td><td>
Updating Predictions
</td><td>
</td><td>
<a href="https://docs.google.com/presentation/d/1fGoOrOkquOeQaf5t-eVK5jw9H4Ezb3dkbyj1VG9ac5Q/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec37.ipynb">Demos</a>, <a href="https://youtu.be/PGp309Ar9V8">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="wednesday">
<td>
Wed 11/25
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="friday">
<td>
Fri 11/27
</td><td>
Holiday: No class
</td><td>
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
Mon 11/30
</td><td>
Case Study: Health
</td><td>
</td><td>
<a href="https://docs.google.com/presentation/d/1NZQ7QfzIDxIaickpo9_eJ-cvxCPQuhRYtox0oNRvx1I/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec38.ipynb">Demos</a>, <a href="https://youtu.be/-MKbY2WlD2w">Video</a>
</td><td>
</td><td>
<div><a href="https://docs.google.com/document/d/1htCqN0x4dMQw3NjsWMlqPYTUNCdhP9lZspfeWREYW1c/edit?usp=sharing">Worksheet 14</a> (<a href="https://docs.google.com/document/d/1OK86fXMAvEXdKNwrbhMbdWmVpf16pgkxifIE2ay1-Z8/edit?usp=sharing">Solutions</a>)</div>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 12/02
</td><td>
Privacy
</td><td>
</td><td>
<a href="https://drive.google.com/file/d/1lKgTE_TjOLYzMTCs-oGiNiKSpdLx0nh0/view">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-fa20&subPath=lec/lec39.ipynb">Demos</a>, <a href="https://youtu.be/232H1Va_vYU">Video</a>
</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-fa20&subPath=materials/fa20/lab/lab10/lab10.ipynb">Lab 10: Conditional Probability</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 12/04
</td><td>
Conclusion
</td><td>
</td><td>
<a href="https://docs.google.com/presentation/d/1HWLR2MTNPIgm9KGaVW3SoShwuTIkk7hLSYO771xBhvg/edit?usp=sharing">Slides</a>, <a href="https://youtu.be/ozujpL5oXes">Video</a>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
Mon 12/07
</td><td>
</td><td>
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 12/09
</td><td>
</td><td>
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="friday">
<td>
Fri 12/11
</td><td>
</td><td>
</td><td>
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
Mon 12/14
</td><td>
Final Exam
</td><td>
</td><td>
</td><td>
</td><td>
</td><td>
<div>Final (11:30 AM - 2:30 PM)</div>
</td></tr>
</table>
</div>
</div>
</div>
</div>
</div>
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