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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">
<div class="navbar-header">
<button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#navbar" aria-expanded="false" aria-controls="navbar">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
<a class="navbar-brand" href="./">
Data 8 Spring 2019
</a>
</div>
<div id="navbar" class="collapse navbar-collapse">
<ul class="nav navbar-nav">
<li><a href="./faq.html">FAQ</a></li>
<li><a href="./office-hours.html">Office Hours</a></li>
<li><a href="./policies.html">Policies</a></li>
<li><a href="./staff.html">Staff</a></li>
<li class="dropdown">
<a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">Resources <span class="caret"></span></a>
<ul class="dropdown-menu">
<li><a href="./materials.html">Materials</a></li>
<li><a href="./python-reference.html">Python Reference</a></li>
</ul>
</li>
<li class="dropdown">
<a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">Links <span class="caret"></span></a>
<ul class="dropdown-menu">
<li><a href="http://data8.org/connector/">Connectors</a></li>
<li><a href="http://datahub.berkeley.edu/">DataHub</a></li>
<li><a href="http://data8.org/datascience/">Datascience Docs</a></li>
<li><a href="https://piazza.com/berkeley/spring2019/data8">Piazza</a></li>
<li><a href="http://data.berkeley.edu">Berkeley Division of Data Sciences</a></li>
</ul>
</li>
</ul>
</div><!--/.nav-collapse -->
</div>
</nav>
<div class="container">
<h2>Calendar</h2>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Instructors</strong>: Ani Adhikari and Will Fithian</p>
<p><strong>Lecture</strong>: MWF 10am-11am in 150 Wheeler</p>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="output_wrapper">
<div class="output">
<div class="output_area">
<div class="output_html rendered_html output_subarea output_execute_result">
<div class="calendar">
<table>
<tr>
<td class="header">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 1/23
</td><td>
Introduction
</td><td>
<a href="https://docs.google.com/presentation/d/1EGFs_FAUGsfJuNElYKySFQle0Hv66SPfwG1TGCNW9Jc/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec01.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=kWejGQRvCME">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="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/lab/lab01/lab01.ipynb">Lab 01: Expressions</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 1/25
</td><td>
Cause and Effect
</td><td>
<a href="https://docs.google.com/presentation/d/1OOXK0YqQJAoG4WG_t8AjQw0CrmVfKYkmcnQ1AaLp5xo/edit?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=c4znkQij67g">Video</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-sp19&subPath=materials/sp19/hw/hw01/hw01.ipynb">Homework 01</a> (Due Thu 1/31)</div>
</td></tr>
<tr class="monday">
<td>
Mon 1/28
</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-sp19&subPath=lec/lec03.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=TMyNZLIqTRo">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/03/programming-in-python.html">3</a>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 1/30
</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-sp19&subPath=lec/lec04.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=WeW_PmRhmpE">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-sp19&subPath=materials/sp19/lab/lab02/lab02.ipynb">Lab 02: Table Operations</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 2/1
</td><td>
Building Tables
</td><td>
<a href="https://docs.google.com/presentation/d/1ehShPl71NpNizJ8RBhFotWy_xGqvV51eHEvPKIgWr_s/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec05.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=OFKDC7a5Qas">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>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/hw/hw02/hw02.ipynb">Homework 02</a> (Due Thu 2/7)</div>
</td></tr>
<tr class="monday">
<td>
Mon 2/4
</td><td>
Census
</td><td>
<a href="https://docs.google.com/presentation/d/1AYvYht_TFwwgff2Dmxk4wqNg4E0aMyQv5EENtldLaQs/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec06.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=64n8tjS7xXE">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>
</td></tr>
<tr class="wednesday">
<td>
Wed 2/6
</td><td>
Charts
</td><td>
<a href="https://docs.google.com/presentation/d/1CotOZf04cUXAyrco_KM3WgIzc5FK9afWoanwLT9Dm-A/edit#slide=id.g4f43fac2be_6_75">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec07.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=PsoGsJnTLZo">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-sp19&subPath=materials/sp19/lab/lab03/lab03.ipynb">Lab 03: Arrays & Tables</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 2/8
</td><td>
Histograms
</td><td>
<a href="https://docs.google.com/presentation/d/1uvir4YMjMV-3kcR4db8Sx-H6ObLE8mnCIUwSSeF1mJA/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec08.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=Y_U2APfrGvM">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="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/hw/hw03/hw03.ipynb">Homework 03</a> (Due Thu 2/14)</div>
</td></tr>
<tr class="monday">
<td>
Mon 2/11
</td><td>
Functions
</td><td>
<a href="https://docs.google.com/presentation/d/1sB1wGEjBHz7iZuCbbS1vHN4s4H_ckqAWIi-5T2ipGPA/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec09.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=EJccmODzS5Q">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></tr>
<tr class="wednesday">
<td>
Wed 2/13
</td><td>
Groups
</td><td>
<a href="https://docs.google.com/presentation/d/1hk4_plZDoj5wa-XzAywOMosU1EZU-mdfMi8s0J9_1mM/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec10.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=YTA4YxG6XCw">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-sp19&subPath=materials/sp19/lab/lab04/lab04.ipynb">Lab 04: Histograms & Functions</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 2/15
</td><td>
Joins
</td><td>
<a href="https://docs.google.com/presentation/d/1D_tDPEgbkYgT6dX75N8k33Gd3WoLB-f6A_ypxk0ocWI/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec11.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=fowp9U_n8TM">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="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/hw/hw04/hw04.ipynb">Homework 04</a> (Due Thu 2/21)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/project/project1/project1.ipynb">Project 1: World Progress</a></div>
<div>(Checkpoint Fri 2/22; Due Fri 3/1)</div>
</td></tr>
<tr class="monday">
<td>
Mon 2/18
</td><td>
Holiday: No Lecture
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 2/20
</td><td>
Table Examples
</td><td>
<a href="https://docs.google.com/presentation/d/1HKm6KJASPQd_lUAaC__jd5pywcsZiVSEVVkkiMjWdKE/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec12.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=qld_X79bxPA">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 2/22
</td><td>
Iteration
</td><td>
<a href="https://docs.google.com/presentation/d/1b4W9rd_-UgWk8VDAkKBUa5mhSb8fRXUN-T-kIOds5UY/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec13.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=PxoLAw_douY">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-sp19&subPath=materials/sp19/hw/hw05/hw05.ipynb">Homework 05</a> (Due Thu 2/28)</div>
</td></tr>
<tr class="monday">
<td>
Mon 2/25
</td><td>
Chance
</td><td>
<a href="https://docs.google.com/presentation/d/1r-JZu43vSPbrJzJI1uRjmijokBwni99LyO_wj-Iimv0/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec14.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=Om4mCT_XqNc">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/09/4/monty-hall-problem.html">9.4</a>, <a href="https://www.inferentialthinking.com/chapters/09/5/finding-probabilities.html">9.5</a>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 2/27
</td><td>
Sampling
</td><td>
<a href="https://docs.google.com/presentation/d/1jRhrtuXCcwbNAWDajc2AlsPxaUFwNFgRYlc_DACZJ3g/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec15.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=GBm1QRUIZbg">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-sp19&subPath=materials/sp19/lab/lab05/lab05.ipynb">Lab 05: Sampling</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 3/1
</td><td>
Models
</td><td>
<a href="https://docs.google.com/presentation/d/1I4Z6ebNn1i1BQrVltQ9NNUramf2EAukW2ayvRF3-oUE/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec16.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=ACFZ0LTiWFE">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-sp19&subPath=materials/sp19/hw/hw06/hw06.ipynb">Homework 06</a> (Due Thu 3/7)</div>
</td></tr>
<tr class="monday">
<td>
Mon 3/4
</td><td>
Comparing Distributions
</td><td>
<a href="https://docs.google.com/presentation/d/17TjuKQqXNbcRBJK0v7d7LHkqugOZ2T4PGTiyyrOd560/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec17.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=4M8DpRyzO5A">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 3/6
</td><td>
Decisions and Uncertainty
</td><td>
<a href="https://docs.google.com/presentation/d/1bL9OAr5RUVjLaQr3jlmAC6nlbPFCdGhk90W249q-8fQ/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec18.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=sTpitCfxGWc">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-sp19&subPath=materials/sp19/lab/lab06/lab06.ipynb">Lab 06: Assessing Models</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 3/8
</td><td>
A/B Testing
</td><td>
<a href="https://docs.google.com/presentation/d/1PdmkQ8mMzy8WSTxOQraBNjSntpUxl5tZ7CbP44sUscI/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec19.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=-6CQ1EvwmNc">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="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/hw/hw07/hw07.ipynb">Homework 07</a> (Due Thu 3/14)</div>
</td></tr>
<tr class="monday">
<td>
Mon 3/11
</td><td>
Causality
</td><td>
<a href="https://docs.google.com/presentation/d/1SW-FCvI4uiurSY6aM8zdXKLiNOiRyY4f003CJG5HssI/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec20.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=1S9lT-TwOyc">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/12/3/causality.html">12.3</a>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 3/13
</td><td>
Examples
</td><td>
<a href="https://docs.google.com/presentation/d/1mDmxwYmUOdjcDoAjzk6NvXoKLdTCB2HeTgn_Lgr0X8g/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec21.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=aoyn25Dnuic">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 3/15
</td><td>
Midterm Review
</td><td>
<a href="https://docs.google.com/presentation/d/1UEJyHY0xmPx7AN0PS7vbpKK2DNVGylEv9bpjwrOzWjY/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec22.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=cIHFAbf1hDY">Video</a>
</td><td>
</td><td>
<div>Midterm: 7-9 PM</div>
</td></tr>
<tr class="monday">
<td>
Mon 3/18
</td><td>
Confidence intervals
</td><td>
<a href="https://docs.google.com/presentation/d/1uM8rHBurzp99xboCKJvv10ysc3q2ey6OJMQE6dneVZg/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec23.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=kisNAttXt6A">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></tr>
<tr class="wednesday">
<td>
Wed 3/20
</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-sp19&subPath=lec/lec24.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=K_b_GjGK6I8">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><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/lab/lab07/lab07.ipynb">Lab 07: Bootstrap</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 3/22
</td><td>
Center and Spread
</td><td>
<a href="https://docs.google.com/presentation/d/1AmoYrXwS-Stdn_9_1hxIZstK9uXmDhWfXsLwPDUGOgo/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec25.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=Wxypo3Gwi0U">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-sp19&subPath=materials/sp19/hw/hw08/hw08.ipynb">Homework 08</a> (Due Sat 4/6)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/project/project2/project2.ipynb">Project 2: Diet and Disease</a></div>
<div>(Checkpoint Sun 4/7; Due Sun 4/14)</div>
</td></tr>
<tr class="monday">
<td>
Mon 3/25
</td><td>
Holiday: No Lecture
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 3/27
</td><td>
Holiday: No Lecture
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="friday">
<td>
Fri 3/29
</td><td>
Holiday: No Lecture
</td><td>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
Mon 4/1
</td><td>
The Normal Distribution
</td><td>
<a href="https://docs.google.com/presentation/d/1I3HQjdff3-Yx6ednfUwFjKwn_bpzjM85RqFyrWuKCrg/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec26.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=mue7ZSquAH8">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 4/3
</td><td>
Sample Means
</td><td>
<a href="https://docs.google.com/presentation/d/18QwUOssn7TKVow-F6UafnzsyvOa-YrFabQRlxuq6Wmo/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec27.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=IgKdRF4XatU">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>Lab: Project 2</div>
</td></tr>
<tr class="friday">
<td>
Fri 4/5
</td><td>
Designing Experiments
</td><td>
<a href="https://docs.google.com/presentation/d/1BYtTidoNTbE8Z8AQ8Lw_x8Cu-9vi_EaH4DjDzLfkr2M/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec28.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=0naMKO4IO0g">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-sp19&subPath=materials/sp19/hw/hw09/hw09.ipynb">Homework 09</a> (Due Thu 4/11)</div>
</td></tr>
<tr class="monday">
<td>
Mon 4/8
</td><td>
Correlation
</td><td>
<a href="https://docs.google.com/presentation/d/1XJ2NDKW1Ty-kYFm3uUaivB0L4Y1q3Dd5_H8lBCeoIbw/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec29.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=oKYCmgV_dF8">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 4/10
</td><td>
Linear Regression
</td><td>
<a href="https://docs.google.com/presentation/d/1FVSnzDVQw4qShw-5MwTYcLLsJbWE68H3oZJcssCGDRM/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec30.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=pu98H45iELw">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-sp19&subPath=materials/sp19/lab/lab08/lab08.ipynb">Lab 08: Correlation</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 4/12
</td><td>
Least Squares
</td><td>
<a href="https://docs.google.com/presentation/d/144d_o6YsqEyTgjrTF2R4wB0Wj3V2OMYGCgzc2WyLjBs/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec31.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=jlWLXFLHutM">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-sp19&subPath=materials/sp19/hw/hw10/hw10.ipynb">Homework 10</a> (Due Thu 4/18)</div>
</td></tr>
<tr class="monday">
<td>
Mon 4/15
</td><td>
Residuals
</td><td>
<a href="https://docs.google.com/presentation/d/17R6LBffE3DZn3HrnyQb2pZbQHnLI0KgnwEfhDVAzWLo/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec32.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=JgBEoOZoT2I">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></tr>
<tr class="wednesday">
<td>
Wed 4/17
</td><td>
Regression Inference
</td><td>
<a href="https://docs.google.com/presentation/d/1DBQ4fOOO3roa5vHGQ5ZE4U2wcBlgNHcP_MxCvhN2mSE/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec33.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=sYxKfSpPWy0">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/16/inference-for-regression.html">16</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/lab/lab09/lab09.ipynb">Lab 09: Regression</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 4/19
</td><td>
Privacy
</td><td>
<a href="https://drive.google.com/file/d/1lKgTE_TjOLYzMTCs-oGiNiKSpdLx0nh0/view?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec34.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=qiVFkrVASu8">Video</a>
</td><td>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/hw/hw11/hw11.ipynb">Homework 11</a> (Due Thu 4/25)</div>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/project/project3/project3.ipynb">Project 3: Classifying Movies</a></div>
<div>(Checkpoint Fri 4/26; Due Fri 5/3)</div>
</td></tr>
<tr class="monday">
<td>
Mon 4/22
</td><td>
Classification
</td><td>
<a href="https://docs.google.com/presentation/d/19cqKKrNDBj9xYKEFCqcJ5ERrADKVVYgDGrKuX5pyLaY/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec35.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=DFiU0M99VEY">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></tr>
<tr class="wednesday">
<td>
Wed 4/24
</td><td>
Classifiers
</td><td>
<a href="https://docs.google.com/presentation/d/1gReWRwwRQhLVlVpmEHahfqDmP8J814SAxjhP_6uF_A0/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec36.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=nBGlwWRU_fo">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/17/4/implementing-the-classifier.html">17.4</a>
</td><td>
<div>Lab: Project 3</div>
</td></tr>
<tr class="friday">
<td>
Fri 4/26
</td><td>
Classifiers; Decisions
</td><td>
<a href="https://docs.google.com/presentation/d/1VPz5jeaer57i0AP5yYzO8NI-viVIPF3_zKNAKBza70E/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec37.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=KipfD-t9MRM">Video</a>
</td><td>
<a href="https://www.inferentialthinking.com/chapters/18/updating-predictions.html">18</a>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/hw/hw12/hw12.ipynb">Homework 12</a> (Due Thu 5/2)</div>
</td></tr>
<tr class="monday">
<td>
Mon 4/29
</td><td>
Decisions; Regression Recap
</td><td>
<a href="https://docs.google.com/presentation/d/14P-cUOD7zF47vw-FN3ZVbZKixNr74ZQoBvtg-HgRsy4/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec38.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=AWBbyEdsW9w">Video</a>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 5/1
</td><td>
Recap
</td><td>
<a href="https://docs.google.com/presentation/d/1P6lNTJ-vuyxkvz1Zku3D6QaHvDyfKcDbTuluWTgLuzw/edit?usp=sharing">Slides</a>, <a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=lec/lec39.ipynb">Demos</a>, <a href="https://www.youtube.com/watch?v=AQREbncxea4">Video</a>
</td><td>
</td><td>
<div><a href="http://datahub.berkeley.edu/hub/user-redirect/git-sync?repo=https://github.com/data-8/materials-sp19&subPath=materials/sp19/lab/lab10/lab10.ipynb">Lab 10: Decisions</a></div>
</td></tr>
<tr class="friday">
<td>
Fri 5/3
</td><td>
Conclusion
</td><td>
<a href="https://drive.google.com/drive/folders/1fcvx6x3lRm6An4BGQ75lJsnZNfRP6Zn0?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=PWoz5vXBzkE">Video</a>
</td><td>
</td><td>
</td></tr>
<tr class="monday">
<td>
Mon 5/6
</td><td>
Leads Review 1
</td><td>
<a href="https://docs.google.com/presentation/d/1cC5GfOnCK-3PL783VbUpwrMHl9arZoG6C5k0q8vZbIw/edit?usp=sharing">Slides</a>, <a href="https://www.youtube.com/watch?v=ClKdW3sc_Pw">Video</a>
</td><td>
</td><td>
</td></tr>
<tr class="wednesday">
<td>
Wed 5/8
</td><td>
Leads Review 2
</td><td>
<a href="https://www.youtube.com/watch?v=qzApvN_sGs4">Video</a>
</td><td>
</td><td>
</td></tr>
</table>
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