forked from compsci682/compsci682.github.io
-
Notifications
You must be signed in to change notification settings - Fork 0
/
index.html
261 lines (235 loc) · 14.9 KB
/
index.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1">
<!-- The above 3 meta tags *must* come first in the head; any other head content must come *after* these tags -->
<meta name="description" content="">
<meta name="author" content="">
<!-- HTML4 meta tags forcing no-caching -->
<meta http-equiv="Cache-Control" content="no-cache, no-store, must-revalidate" />
<meta http-equiv="Pragma" content="no-cache" />
<meta http-equiv="Expires" content="0" />
<link rel="icon" href="favicon.ico">
<title>COMPSCI 682 Neural Networks: A Modern Introduction</title>
<!-- Bootstrap core CSS -->
<link href="assets/css/bootstrap.min.css" rel="stylesheet">
<!-- IE10 viewport hack for Surface/desktop Windows 8 bug -->
<link href="assets/css/ie10-viewport-bug-workaround.css" rel="stylesheet">
<!-- Custom styles for this template -->
<link href="assets/css/offcanvas.css" rel="stylesheet">
<!-- Just for debugging purposes. Don't actually copy these 2 lines! -->
<!--[if lt IE 9]><script src="../../assets/js/ie8-responsive-file-warning.js"></script><![endif]-->
<script src="assets/js/ie-emulation-modes-warning.js"></script>
<!-- HTML5 shim and Respond.js for IE8 support of HTML5 elements and media queries -->
<!--[if lt IE 9]>
<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
<![endif]-->
<!-- Google Analytics -->
<script>
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
})(window,document,'script','https://www.google-analytics.com/analytics.js','ga');
ga('create', 'UA-82144384-1', 'auto');
ga('send', 'pageview');
</script>
</head>
<body>
<nav class="navbar navbar-fixed-top navbar-custom">
<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="https://www.cics.umass.edu/">COMPSCI682</a>-->
<a class="navbar-brand" href="https://www.cics.umass.edu/"><img style="max-height:15px; margin-top: 1px;"
src="/assets/fig/umasslogo2.png"></a>
<!--<a class="navbar-brand" href="#">COMPSCI682</a>-->
</div>
<div id="navbar" class="collapse navbar-collapse">
<ul class="nav navbar-nav">
<li class="active"><a href="/index.html">Home</a></li>
<li><a href="/syllabus.html">Syllabus</a></li>
<li><a href="/notes/">Notes</a></li>
<li><a href="/assignments.html">Assignments</a></li>
<li><a href="/projects/">Project</a></li>
</ul>
</div><!-- /.nav-collapse -->
</div><!-- /.container -->
</nav><!-- /.navbar -->
<div class="container">
<div class="row row-offcanvas row-offcanvas-right">
<div class="col-xs-12 col-sm-9">
<p class="pull-right visible-xs">
<button type="button" class="btn btn-primary btn-xs btn-umass" data-toggle="offcanvas">Toggle Announcements</button>
</p>
<div class="jumbotron">
<h2>COMPSCI 682 Neural Networks: A Modern Introduction</h2>
<p id="classdesc">This 3-credit course will focus on modern, practical methods for deep learning.
The course will begin with a description of simple classifiers such as perceptrons
and logistic regression classifiers, and move on to standard neural networks,
convolutional neural networks, and some elements of recurrent neural networks,
such as long short-term memory networks (LSTMs). The emphasis will be on understanding
the basics and on practical application more than on theory. Most applications
will be in computer vision, but we will make an effort to cover some natural language
processing (NLP) applications as well, contingent upon TA support. The current
plan is to use Python and associated packages such as <a href="http://www.numpy.org/">Numpy</a>.
Prerequisites include Linear Algebra, Probability and Statistics, and Multivariate
Calculus. Assignments will be in Python and potentially some in C++.</p>
<h4>Accommodation Statement</h4>
<p id="statement">The University of Massachusetts Amherst is committed to providing an equal educational opportunity for all students. If you have a documented physical, psychological, or learning disability on file with Disability Services (DS), you may be eligible for reasonable academic accommodations to help you succeed in this course. If you have a documented disability that requires an accommodation, please notify me within the first two weeks of the semester so that we may make appropriate arrangements.</p>
<h4>Academic Honesty Statement</h4>
<p id="statement">Since the integrity of the academic enterprise of any institution of higher education requires honesty in scholarship and research, academic honesty is required of all students at the University of Massachusetts Amherst. Academic dishonesty is prohibited in all programs of the University. Academic dishonesty includes but is not limited to: cheating, fabrication, plagiarism, and facilitating dishonesty. Appropriate sanctions may be imposed on any student who has committed an act of academic dishonesty. Instructors should take reasonable steps to address academic misconduct. Any person who has reason to believe that a student has committed academic dishonesty should bring such information to the attention of the appropriate course instructor as soon as possible. Instances of academic dishonesty not related to a specific course should be brought to the attention of the appropriate department Head or Chair. Since students are expected to be familiar with this policy and the commonly accepted standards of academic integrity, ignorance of such standards is not normally sufficient evidence of lack of intent (<a href="http://www.umass.edu/dean_students/codeofconduct/acadhonesty/">http://www.umass.edu/dean_students/codeofconduct/acadhonesty/</a>).</p>
<div class="row">
<div class="col-xs-6 col-sm-6">
<h3>Instructor</h3>
<div class="instructor2">
<a href="https://www.cs.umass.edu/~elm">
<div class="instructorphoto"><img src="/assets/fig/elm.jpg"></div>
<div>Prof. Erik Learned-Miller</div>
</a>
<div>Office Hours: Thu 3-4p, CS248</div>
</div>
</div>
<div class="col-xs-6 col-sm-6">
<h3>Teaching Assistant</h3>
<div class="instructor2">
<a href="https://www.cs.umass.edu/~hsu">
<div class="instructorphoto"><img src="/assets/fig/hsu.png"></div>
<div>Hang Su</div>
</a>
<div>TA Hours: Tue 1-2p & Wed 2-3p, CS207</div>
</div>
<div class="instructor2">
<a href="https://people.cs.umass.edu/~pbideau/">
<div class="instructorphoto"><img src="/assets/fig/bideau.png"></div>
<div>Pia Bideau</div>
</a>
<div>TA Hours: Mon 10-11a & Fri 9-10a, CS207</div>
</div>
</div>
</div>
</div>
<div class="row">
<div class="col-xs-6 col-lg-4">
<h2>Lectures</h2>
<p>Fall 2017<br>
Tue & Thu 8:30-9:45 am<br>
Hasbrouck 134 </p>
<!--<p><a class="btn btn-default" href="#" role="button">View details »</a></p>-->
</div><!--/.col-xs-6.col-lg-4-->
<div class="col-xs-6 col-lg-4">
<h2>Grading Policy</h2>
<p>Assignment #1: 15%<br>
Assignment #2: 15%<br>
Assignment #3: 15%<br>
Midterm: 15%<br>
Final Project: 40%<br> </p>
<!--<p><a class="btn btn-default" href="#" role="button">View details »</a></p>-->
</div><!--/.col-xs-6.col-lg-4-->
<div class="col-xs-6 col-lg-4">
<h2>Course Discussions</h2>
<p class="infoblk">Participate discussions on <a href="https://piazza.com/umass/fall2017/compsci682">Piazza</a>,
and use <a href="https://hypothes.is/">hypothes.is</a> extension to annotate online course notes inline. </p>
<p><a class="btn btn-default" href="https://piazza.com/umass/fall2017/compsci682" role="button">Discussion Forum »</a></p>
</div><!--/.col-xs-6.col-lg-4-->
<div class="col-xs-6 col-lg-4">
<h2>Assignments</h2>
<p class="infoblk">There will be 3 homework assignments through the semester. </p>
<p><a class="btn btn-default" href="/assignments.html" role="button">View details »</a></p>
</div>
<!--
<div class="col-xs-6 col-lg-4">
<h2>Heading</h2>
<p>Donec id elit non mi porta gravida at eget metus. Fusce dapibus, tellus ac cursus commodo, tortor mauris condimentum nibh, ut fermentum massa justo sit amet risus. Etiam porta sem malesuada magna mollis euismod. Donec sed odio dui. </p>
<p><a class="btn btn-default" href="#" role="button">View details »</a></p>
</div>
-->
<div class="col-xs-6 col-lg-4">
<h2>Acknowlegements</h2>
<p class="infoblk">Many thanks to Fei-Fei Li and Andrej Karpathy for graciously letting
us use materials from the Stanford <a href="http://cs231n.stanford.edu/">CS231n: Convolutional Neural Networks for Visual Recognition</a>. </p>
</div>
</div><!--/row-->
</div><!--/.col-xs-12.col-sm-9-->
<div class="col-xs-6 col-sm-3 sidebar-offcanvas" id="sidebar">
<div id="announcetron" class="jumbotron">
<h2>Announcements</h2>
<ul id="announcelist">
<li><b>09/05</b> class starts.</li>
<li><b>09/05</b> Tentative course syllabus posted.</li>
<li><b>09/05</b> Assignment #1 <a href="assignments.html">posted</a>.</li>
<li><b>09/20</b> Assignment #1 <a href="assignments.html">due date postponed</a>.</li>
<li><b>10/03</b> Assignment #2 <a href="assignments.html">posted</a>.</li>
<li><b>10/17</b> Assignment #2 <a href="assignments.html">due date postponed</a>.</li>
<!--
<li><b>10/05</b> Assignment #2 <a href="assignments.html">posted</a>.</li>
<li><b>10/19</b> Assignment #2 <a href="assignments.html">due date postponed</a>.</li>
<li><b>10/19</b> <a href="projects/">Final project</a> announced.</li>
<li><b>11/09</b> Assignment #3 <a href="assignments.html">posted</a>.</li>
<li><b>11/28</b> Midterm graded and handed back.</li>
<li><b>12/05</b> Assignment #3 <a href="assignments.html">due date postponed</a>.</li>
-->
</ul>
<!--
<!-<a href="#" class="list-group-item active">Link</a>->
<a href="/syllabus" class="list-group-item">Syllabus</a>
<a href="/notes" class="list-group-item">Course Notes</a>
<a href="/assignments" class="list-group-item">Assignments</a>
<a href="/projects" class="list-group-item">Projects</a>
<a href="https://piazza.com/class/iq1cd1t9ip9y1" class="list-group-item">Piazza</a>
-->
</div>
</div><!--/.sidebar-offcanvas-->
</div><!--/row-->
</div><!--/.container-->
<footer class="site-footer">
<div class="wrap">
<div class="footer-col-1 column">
<ul>
<li><a href="https://github.com/compsci682">
<span class="icon github">
<svg version="1.1" class="github-icon-svg" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px"
viewBox="0 0 16 16" enable-background="new 0 0 16 16" xml:space="preserve">
<path fill-rule="evenodd" clip-rule="evenodd" fill="#C2C2C2" d="M7.999,0.431c-4.285,0-7.76,3.474-7.76,7.761
c0,3.428,2.223,6.337,5.307,7.363c0.388,0.071,0.53-0.168,0.53-0.374c0-0.184-0.007-0.672-0.01-1.32
c-2.159,0.469-2.614-1.04-2.614-1.04c-0.353-0.896-0.862-1.135-0.862-1.135c-0.705-0.481,0.053-0.472,0.053-0.472
c0.779,0.055,1.189,0.8,1.189,0.8c0.692,1.186,1.816,0.843,2.258,0.645c0.071-0.502,0.271-0.843,0.493-1.037
C4.86,11.425,3.049,10.76,3.049,7.786c0-0.847,0.302-1.54,0.799-2.082C3.768,5.507,3.501,4.718,3.924,3.65
c0,0,0.652-0.209,2.134,0.796C6.677,4.273,7.34,4.187,8,4.184c0.659,0.003,1.323,0.089,1.943,0.261
c1.482-1.004,2.132-0.796,2.132-0.796c0.423,1.068,0.157,1.857,0.077,2.054c0.497,0.542,0.798,1.235,0.798,2.082
c0,2.981-1.814,3.637-3.543,3.829c0.279,0.24,0.527,0.713,0.527,1.437c0,1.037-0.01,1.874-0.01,2.129
c0,0.208,0.14,0.449,0.534,0.373c3.081-1.028,5.302-3.935,5.302-7.362C15.76,3.906,12.285,0.431,7.999,0.431z"/>
</svg>
</span>
<span class="username">compsci682</span>
</a>
</li>
<li>
<a href="mailto:umass.deep.learning+682@gmail.com">umass.deep.learning+682@gmail.com</a>
</li>
</ul>
</div>
<div class="footer-col-2 column">
</div>
<div class="footer-col-3 column">
</div>
</div>
</footer>
<!-- Bootstrap core JavaScript
================================================== -->
<!-- Placed at the end of the document so the pages load faster -->
<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.12.4/jquery.min.js"></script>
<script>window.jQuery || document.write('<script src="../../assets/js/vendor/jquery.min.js"><\/script>')</script>
<script src="assets/js/bootstrap.min.js"></script>
<!-- IE10 viewport hack for Surface/desktop Windows 8 bug -->
<script src="assets/js/ie10-viewport-bug-workaround.js"></script>
<script src="assets/js/offcanvas.js"></script>
</body>
</html>