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<title>DSC 40B</title>
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<a class="navbar-brand" href="#"><i class="fa fa-bullseye fa-fw"></i>DSC 40B</a>
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<li class="nav-item">
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<a class="nav-link" href="./syllabus.html"><span class="">⚖️ Syllabus</span></a>
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<a class="nav-link" href="./materials/default/notes/book.pdf"><span class="">📖 Course Notes</span></a>
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<h1>DSC 40B – Theoretical Foundations of Data Science II</h1>
<hr>
</div>
<h1 id="all-materials">All Materials</h1>
<p>This page lists all of the published lecture slides, homeworks, etc. For a
week-by-week view of the course, see the <a href="./index.html">schedule</a>.</p>
<h2 id="lectures">Lectures</h2>
<div class="listing">
<table class="table">
<thead>
<tr>
<th scope="col">#</th>
<th scope="col">Topic</th>
<th scope="col">Slides</th>
</tr>
</thead>
<tbody>
<tr>
<th scope="row"> 1</th>
<td>
Introduction
</td>
<td>
<a href="materials/lectures/01-intro/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 2</th>
<td>
Asymptotic Time Complexity, pt. I
</td>
<td>
<a href="materials/lectures/02-time_complexity-pt_I/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 3</th>
<td>
Asymptotic Time Complexity, pt. II
</td>
<td>
<a href="materials/lectures/03-time_complexity-pt_II/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 4</th>
<td>
Best, Worst, and Expected Time
</td>
<td>
<a href="materials/lectures/04-expected_time/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 5</th>
<td>
Recurrences and Binary Search
</td>
<td>
<a href="materials/lectures/05-binary_search-recurrences/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 6</th>
<td>
Sorting
</td>
<td>
<a href="materials/lectures/06-sorting/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 7</th>
<td>
Quickselect
</td>
<td>
<a href="materials/lectures/07-quickselect/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 8</th>
<td>
Binary Search Trees
</td>
<td>
<a href="materials/lectures/08-bst/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 9</th>
<td>
Hashing
</td>
<td>
<a href="materials/lectures/09-hashing/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 10</th>
<td>
Graph Theory
</td>
<td>
<a href="materials/lectures/10-graph_theory/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 11</th>
<td>
Breadth First Search
</td>
<td>
<a href="materials/lectures/11-bfs-pt_I/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 12</th>
<td>
BFS for Shortest Paths
</td>
<td>
<a href="materials/lectures/12-bfs-pt_II/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 13</th>
<td>
Depth-First Search
</td>
<td>
<a href="materials/lectures/13-dfs/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 14</th>
<td>
Bellman-Ford
</td>
<td>
<a href="materials/lectures/14-bellman_ford/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 15</th>
<td>
Dijkstra's Algorithm
</td>
<td>
<a href="materials/lectures/15-dijkstra/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 16</th>
<td>
Minimum Spanning Trees and Prim's Algorithm
</td>
<td>
<a href="materials/lectures/16-prim/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 17</th>
<td>
Kruskal's Algorithm
</td>
<td>
<a href="materials/lectures/17-kruskal/slides.pdf">
Eldridge
</a>
</td>
</tr>
<tr>
<th scope="row"> 18</th>
<td>
Complexity Theory (Optional)
</td>
<td>
<a href="materials/lectures/18-np_completeness/slides.pdf">
Eldridge
</a>
</td>
</tr>
</tbody>
</table>
</div>
<h2 id="homeworks">Homeworks</h2>
<div class="listing">
<table class="table">
<thead>
<tr>
<th scope="col">#</th>
<th scope="col">Topic</th>
<th scope="col">Problems</th>
<th scope="col">Solutions</th>
<th scope="col">Due</th>
</tr>
</thead>
<tbody>
<tr>
<th scope="row"> 1</th>
<td>
Time Complexity Analysis
</td>
<td>
<a href="materials/homeworks/01-time_complexity/homework.pdf">
Problems
</a>
</td>
<td>
<a href="materials/homeworks/01-time_complexity/solution.pdf">
Solution
</a>
</td>
<td>
Tuesday, Oct 08 at 23:59:00
</td>
</tr>
<tr>
<th scope="row"> 2</th>
<td>
Time Complexity and Asymptotic Notation
</td>
<td>
<a href="materials/homeworks/02-asymptotic/homework.pdf">
Problems
</a>
</td>
<td>
<a href="materials/homeworks/02-asymptotic/solution.pdf">
Solution
</a>
</td>
<td>
Tuesday, Oct 15 at 23:59:00
</td>
</tr>
<tr>
<th scope="row"> 3</th>
<td>
Recurrences and Sorting
</td>
<td>
<a href="materials/homeworks/03-recurrences-sorting/homework.pdf">
Problems
</a>
</td>
<td>
<a href="materials/homeworks/03-recurrences-sorting/solution.pdf">
Solution
</a>
</td>
<td>
Tuesday, Oct 22 at 23:59:00
</td>
</tr>
<tr>
<th scope="row"> 4</th>
<td>
Quickselect and BSTs
</td>
<td>
<a href="materials/homeworks/04-quickselect-bst/homework.pdf">
Problems
</a>
</td>
<td>
<a href="materials/homeworks/04-quickselect-bst/solution.pdf">
Solution
</a>
</td>
<td>
Tuesday, Oct 29 at 23:59:00
</td>
</tr>
<tr>
<th scope="row"> 5</th>
<td>
Hashing
</td>
<td>
<a href="materials/homeworks/05-hashing/homework.pdf">
Problems
</a>
</td>
<td>
<a href="materials/homeworks/05-hashing/solution.pdf">