AI4AQ/index.html at main · pancakereport/AI4AQ · GitHub

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
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
<!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">
    <meta name="description" content="">
    <meta name="author" content="">

    <title>AI4AQ</title>

    <!-- Bootstrap Core CSS -->
    <link href="vendor/bootstrap/css/bootstrap.css" rel="stylesheet">

    <!-- Custom Fonts -->
    <link href="https://fonts.googleapis.com/css?family=Lato" rel="stylesheet">
    <link href="https://fonts.googleapis.com/css?family=Catamaran:100,200,300,400,500,600,700,800,900" rel="stylesheet">
    <link href="https://fonts.googleapis.com/css?family=Muli" rel="stylesheet">

    <!-- Plugin CSS -->
    <link rel="stylesheet" href="vendor/font-awesome/css/font-awesome.min.css">
    <link rel="stylesheet" href="vendor/simple-line-icons/css/simple-line-icons.css">
    <link rel="stylesheet" href="vendor/device-mockups/device-mockups.css">

    <!-- Theme CSS -->
    <link href="css/new-age.css" rel="stylesheet">
    <!-- <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/github-fork-ribbon-css/0.2.0/gh-fork-ribbon.min.css" /> -->

    <!-- HTML5 Shim and Respond.js IE8 support of HTML5 elements and media queries -->
    <!-- WARNING: Respond.js doesn't work if you view the page via file:// -->
    <!--[if lt IE 9]>
        <script src="https://oss.maxcdn.com/libs/html5shiv/3.7.0/html5shiv.js"></script>
        <script src="https://oss.maxcdn.com/libs/respond.js/1.4.2/respond.min.js"></script>
    <![endif]-->

</head>

<body id="page-top">
<!-- <a class="github-fork-ribbon" href="https://github.com/yiransheng/content-aware-ad-blocker" title="Fork me on GitHub">Fork me on GitHub</a> -->
    <nav id="mainNav" class="navbar navbar-default navbar-fixed-top">
        <div class="container">
            <!-- Brand and toggle get grouped for better mobile display -->
            <div class="navbar-header">
                <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#bs-example-navbar-collapse-1">
                    <span class="sr-only">Toggle navigation</span> Menu <i class="fa fa-bars"></i>
                </button>
                <!-- <a class="navbar-brand page-scroll" href="#page-top">Start Bootstrap</a> -->
            </div>

            <!-- Collect the nav links, forms, and other content for toggling -->
            <div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1">
                <ul class="nav navbar-nav navbar-right">
                    <li>
                        <a class="page-scroll" href="#download">Dashboard</a>
                    </li>
                    <li>
                        <a class="page-scroll" href="#features">Features</a>
                    </li>
                    <li>
                        <a class="page-scroll" href="#technology">Data & Infrastructure</a>
                    </li>
                    <li>
                        <a class="page-scroll" href="#benchmarks">Modeling</a>
                    </li>
                    <li>
                        <a class="page-scroll" href="#authors">Authors</a>
                    </li>
                </ul>
            </div>
            <!-- /.navbar-collapse -->
        </div>
        <!-- /.container-fluid -->
    </nav>

    <header>
        <div class="container">
            <div class="row">
                <div class="col-md-3 col-md-pull-1">
                    <div class="header-content">
                        <div class="header-content-inner">
                            <h1>Air Quality Dashboard</h1>
                            <a href="#download" class="btn btn-outline btn-xl page-scroll">Salt Lake Valley</a>
                        </div>
                    </div>
                </div>
                <div class="col-md-9 col-md-push-2">
                    <div class="device-container">
                        <div class="device-mockup macbook_2015">
                            <div class="device">
                                <div class="screen">
                                    <img src="img/ai4aq_dash.png" class="img-responsive" alt="">
                                </div>

                            </div>
                        </div>
                    </div>
                </div>
            </div>
        </div>
    </header>

    <section id="download" class="download bg-primary text-center">
        <div class="container">
            <div class="row">
                <div class="col-md-8 col-md-offset-2">
                    <h2 class="section-heading">View our dashboard</h2>
                    <p>The dashboard shows current and historic air quality measurements alongside information about health and income in Salt Lake, Davis, and Weber counties. You can fill in data gaps by placing an AI Sensor anywhere on the map.</p>
                    <div class="badges">
                        <a class="badge-link" href="https://ai4aq-app-service.hmjngq3puntmi.us-west-2.cs.amazonlightsail.com/"><img src="img/access-dash.png" alt=""></a>
                        <!-- <a class="badge-link" href="#"><img src="img/app-store-badge.svg" alt=""></a> -->
                    </div>
                </div>
            </div>
        </div>
    </section>

    <section id="features" class="features">
        <div class="container">
            <div class="row">
                <div class="col-lg-12 text-center">
                    <div class="section-heading">
                        <h2>Understand PM 2.5 and PM 10 in the Salt Lake Valley</h2>
                        <!-- <p class="text-muted">CombinedMachine learning to block unwanted advertisments</p> -->
                        <hr>
                    </div>
                </div>
            </div>
            <div class="row">

                <div class="col-md-8 col-md-offset-2">
                    <div class="container-fluid">
                        <div class="row">
                            <div class="col-md-6">
                                <div class="feature-item">
                                    <i class="icon-magnifier-remove text-primary"></i>
                                    <h3>Examine Inequality</h3>
                                    <p class="text-muted">View air quality trends by income categories and geographic locations</p>
                                </div>
                            </div>
                            <div class="col-md-6">
                                <div class="feature-item">
                                    <i class="icon-info text-primary"></i>
                                    <h3>Make Informed Decisions</h3>
                                    <p class="text-muted">Use current air quality measurements to determine which activities are safe day to day</p>
                                </div>
                            </div>
                        </div>
                        <div class="row">
                            <div class="col-md-6">
                                <div class="feature-item">
                                    <i class="icon-calendar text-primary"></i>
                                    <h3>Explore Historic Trends</h3>
                                    <p class="text-muted">Pick your own date range from 2016 to present day to explore air quality measures over time</p>
                                </div>
                            </div>
                            <div class="col-md-6">
                                <div class="feature-item">
                                    <i class="icon-location-pin text-primary"></i>
                                    <h3>Place AI Sensors</h3>
                                    <p class="text-muted">No sensor? No problem. Add AI Sensors to the map that show estimated air quality measurements for areas without sensors</p>
                                </div>
                            </div>
                        </div>
                        <div class="row">
                            <div class="col-md-6">
                                <div class="feature-item">
                                    <i class="icon-screen-desktop text-primary"></i>
                                    <h3>Access Online</h3>
                                    <p class="text-muted">With an internet connection, you can view the dashboard anywhere</p>
                                </div>
                            </div>
                            <div class="col-md-6">
                                <div class="feature-item">
                                    <i class="icon-present text-primary"></i>
                                    <h3>Pay Nothing</h3>
                                    <p class="text-muted">Access to the dashboard is 100% free</p>
                                </div>
                            </div>
                        </div>
                    </div>
                </div>
            </div>
    </section>

<div style="background:#A4AFCB;">
    <section id="technology" class="technology">

            <div class="container">
                <div class="row">
                    <div class="col-lg-12 text-center">
                        <div class="section-heading">
                            <h2>Data & Infrastructure</h2>
                            <p >Combine disparate data sources and present information on a single cohesive platform</p>
                            <hr>
                        </div>
                    </div>
                </div>

                <div class="row">

                        <img src="img/busy-busy-new.png"  class="img-responsive center-block" />
                </div>
                </div>

            <!-- <div class="container">
                <div class="row">
                    <div class="col-lg-12 text-center">
                        <div class="section-heading">
                            <p >Use machine learning to impute air quality measures where no sensors exist. </p>
                            <hr>
                        </div>
                    </div>
                </div>

                <div class="row">

                        <img src="img/blocker.png"  class="img-responsive center-block" />
                </div> -->
            </div>
        </div>
    </section>
</div >
<div style="background:white;">
    <section id="benchmarks" class="benchmarks">

            <div class="container">
                <div class="row">
                    <div class="col-lg-12 text-center">
                        <div class="section-heading">
                            <h2>Modeling</h2>
                            <p class="text-muted">We experimented with two baseline models and three complex machine learning architectures to implement the AI Sensors. The CNN-feedforward neural network performed the best and is used to generate estimates for census tracts without sensors.</p>
                            <hr>
                        </div>
                    </div>
                </div>
                <div class="row">

                        <img src="img/model-comparison-new.png"  class="img-responsive center-block" />
                </div>

                </div>
            </div>
    </section>
</div >

    <footer>
        <div id="authors" class="container">
            <p>UC Berkeley Masters of Information and Data Science Capstone Project</p>
            <ul class="list-inline">
                <li>
                    <a href="https://www.linkedin.com/in/jared-feldman/">Jared Feldman</a>
                </li>
                <li>
                    <a href="https://www.linkedin.com/in/julia-claira/">Claira Kauffmann</a>
                </li>
                <li>
                    <a href="https://www.linkedin.com/in/silas-gifford-1535751a9/">Silas Santini</a>
                </li>
                <li>
                    <a href="https://www.linkedin.com/in/stevenytseng/">Steven Tseng</a>
                </li>
            </ul>
        </div>
    </footer>

    <!-- jQuery -->
    <script src="vendor/jquery/jquery.min.js"></script>

    <!-- Bootstrap Core JavaScript -->
    <script src="vendor/bootstrap/js/bootstrap.min.js"></script>

    <!-- Plugin JavaScript -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/jquery-easing/1.3/jquery.easing.min.js"></script>

    <!-- Theme JavaScript -->
    <script src="js/new-age.min.js"></script>

</body>

</html>