forked from odysseyiitr/VisualML
-
Notifications
You must be signed in to change notification settings - Fork 0
/
index.html
350 lines (346 loc) · 19.2 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
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
<!DOCTYPE html>
<html id="top">
<head>
<title>VisualML</title>
<link rel="shortcut icon" href="./img/favicon.ico" type="image/x-icon">
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1,maximum-scale=1,user-scalable=no">
<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1">
<meta name="HandheldFriendly" content="true">
<link rel="stylesheet" href="style.css">
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css">
<link href="https://code.jquery.com/ui/1.10.4/themes/ui-lightness/jquery-ui.css" rel="stylesheet">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/4.7.0/css/font-awesome.min.css">
<link href="https://fonts.googleapis.com/css2?family=Exo&display=swap" rel="stylesheet">
<link href="https://fonts.googleapis.com/css2?family=Poppins:wght@500&display=swap" rel="stylesheet">
<link rel="stylesheet" href="animate.css">
</head>
<body>
<div class="container-fluid" style="background-image: url(img/back.jpg); background-size:cover">
<nav class="navbar navbar-expand-lg" style="background-color: transparent; position: relative;">
<div class="container">
<a class="navbar-brand" href="https://dsgiitr.com">
<img src="img/dsg_logo.png" alt="DSG">
</a>
<button class="navbar-toggler navbar-dark" type="button" data-toggle="collapse" data-target="#navbarResponsive" aria-controls="navbarResponsive" aria-expanded="false" aria-label="Toggle navigation">
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse navbar-collapse" id="navbarResponsive">
<ul class="navbar-nav nav-pills">
<li class="nav-item" id="home">
<a class="nav-link active" id="home_a" href="#top">Home</a>
</li>
<li class="nav-item" id="about">
<a class="nav-link" id="about_a" href="#top">About</a>
</li>
<li class="nav-item" id="tools">
<a class="nav-link" id="tools_a" href="#top">Tools</a>
</li>
<li class="nav-item" id="demo">
<a class="nav-link" id="demo_a" href="#demos_e">Demos</a>
</li>
<li class="nav-item" id="github">
<a class="nav-link" id="github_a" href="https://github.com/dsgiitr/VisualML">Github</a>
</li>
<li class="nav-item" id="dsg_link">
<a class="nav-link" id="dsg_a" href="https://dsgiitr.com">DSG</a>
</li>
</ul>
</div>
</div>
</nav>
<div class="container-fluid" style="padding: 20px 0 0 0; margin: 0;">
<div class="row">
<div class="col-10 col-md-3 offset-1" style="margin-bottom: 50px; margin-top: 50px;">
<a href="https://github.com/dsgiitr/VisualML">
<img class='me' src="img/visualml.png" alt="Aaryan Garg" id="logo">
</a>
</div>
<div class="col-10 col-md-3 offset-1 block wow fadeIn" style="margin-bottom: 50px; margin-top: 50px;" id="info_div">
<p class="nav-text-home" id="info">Machine Learning in the Browser</p>
</div>
<div id="dependencies" class="col-10 col-md-7 offset-1 mt-auto" style="margin-bottom: 50px; margin-top: 50px; text-align: center;">
<p class="depend_info" style="margin-bottom: 1em; font-size: 3em;">These libraries were extensively used to build the demos.</p>
<div class="row justify-content-around">
<div class="col-md-4">
<img src="img/tfjs.png" class="center" style="width: 65%; margin-bottom: 1em;">
<p class="depend_info">Used to implement the main source code for most of the projects</p>
</div>
<div class="col-md-3">
<img src="img/chart.png" class="center" style="margin-bottom: 1em;">
<p class="depend_info">Used for most of the standard plots.</p>
</div>
<div class="col-md-4">
<img src="img/plotly.png" class="center" style="margin-bottom: 1em; margin-top: 0.5em;">
<p class="depend_info">Used for interactive visualisations and scatter plots.</p>
</div>
</div>
</div>
</div>
</div>
</div>
<div style="width: 100%;" id="demos_e"></div>
<div class="container-fluid-fluid" style="padding: 0; margin: auto;">
<div class="row justify-content-center" style="margin-top: 50px; margin-bottom: 0px;">
<h1 style="font-family: 'Exo', sans-serif; text-align: center;">Demos</h1>
</div>
<div class="row justify-content-center" style="margin-top: 10px; margin-bottom: 0px;">
<a class="github-button" href="https://github.com/dsgiitr/VisualML" data-color-scheme="no-preference: light; light: light; dark: dark;" data-icon="octicon-star" data-size="large" data-show-count="true" aria-label="Star dsgiitr/VisualML on GitHub">Star</a>
</div>
<div class="row justify-content-around">
<div class="col-md-4 col-12">
<div class="card block wow fadeInLeft" style="margin-top: 40px; padding: 0;">
<div class="card-header box">
<img src="img/cnn.gif" style="width:500px;" class="img-fluid image" alt="this is a title">
<div class="middle">
<a href="https://github.com/dsgiitr/VisualML/tree/master/MNIST-CNN">
<button type="button" class="butn github">Code</button>
</a>
<a href="https://dsgiitr.github.io/mnist-cnn-demo">
<button type="button" class="butn demo">Demo</button>
</a>
</div>
</div>
<div class="card-body">
<h4 style="font-family: 'Exo', sans-serif; text-align: center;">
Convolutional Neural Network
</h4>
<p style="font-family: 'Exo', sans-serif; text-align: center;">
Train and Test a CNN and visualise its layers in 3D.
</p>
</div>
</div>
</div>
<div class="col-md-4 col-12">
<div class="card block wow fadeInLeft" data-wow-delay="0.5s" style="margin-top: 40px; padding: 0;">
<div class="card-header box">
<img src="img/nst.gif" style="width:500px;" class="img-fluid image" alt="this is a title">
<div class="middle">
<a href="https://github.com/dsgiitr/VisualML/tree/master/neural_style_transfer">
<button type="button" class="butn github">Code</button>
</a>
<a href="https://dsgiitr.github.io/neural-style-transfer-tfjs">
<button type="button" class="butn demo">Demo</button>
</a>
</div>
</div>
<div class="card-body">
<h4 style="font-family: 'Exo', sans-serif; text-align: center;">
Neural Style Transfer
</h4>
<p style="font-family: 'Exo', sans-serif; text-align: center;">
Perform Neural Style Transfer on a variety of images.
</p>
</div>
</div>
</div>
<div class="col-md-4 col-12">
<div class="card block wow fadeInLeft" data-wow-delay="1.0s" style="margin-top: 40px; padding: 0;">
<div class="card-header box">
<img src="img/ann.gif" style="width:500px;" class="img-fluid image" alt="this is a title">
<div class="middle">
<a href="https://github.com/dsgiitr/VisualML/tree/master/ANN">
<button type="button" class="butn github">Code</button>
</a>
<a href="https://dsgiitr.github.io/ann-demo">
<button type="button" class="butn demo">Demo</button>
</a>
</div>
</div>
<div class="card-body">
<h4 style="font-family: 'Exo', sans-serif; text-align: center;">
Artificial Neural Network
</h4>
<p style="font-family: 'Exo', sans-serif; text-align: center;">
Train and Test an ANN and visualise its structure.
</p>
</div>
</div>
</div>
</div>
<div class="row justify-content-around">
<div class="col-md-4 col-12">
<div class="card block wow fadeInLeft" style="margin-top: 40px; padding: 0;">
<div class="card-header box">
<img src="img/atn.gif" style="width:500px;" class="img-fluid image" alt="this is a title">
<div class="middle">
<a href="https://github.com/dsgiitr/VisualML/tree/master/Autoencoder">
<button type="button" class="butn github">Code</button>
</a>
<a href="https://dsgiitr.github.io/autoencoder-demo">
<button type="button" class="butn demo">Demo</button>
</a>
</div>
</div>
<div class="card-body">
<h4 style="font-family: 'Exo', sans-serif; text-align: center;">
Autoencoder
</h4>
<p style="font-family: 'Exo', sans-serif; text-align: center;">
Train an Autoencoder and visualise its Latent Space in 2D.
</p>
</div>
</div>
</div>
<div class="col-md-4 col-12">
<div class="card block wow fadeInLeft" data-wow-delay="0.5s" style="margin-top: 40px; padding: 0;">
<div class="card-header box">
<img src="img/vg.gif" style="width:500px;" class="img-fluid image" alt="this is a title">
<div class="middle">
<a href="https://github.com/dsgiitr/VisualML/tree/master/vanishing_gradients">
<button type="button" class="butn github">Code</button>
</a>
<a href="https://dsgiitr.github.io/vanishing-gradients-demo">
<button type="button" class="butn demo">Demo</button>
</a>
</div>
</div>
<div class="card-body">
<h4 style="font-family: 'Exo', sans-serif; text-align: center;">
Vanishing Gradients
</h4>
<p style="font-family: 'Exo', sans-serif; text-align: center;">
Visualise how ReLU solves the problem of Vanishing Gradients.
</p>
</div>
</div>
</div>
<div class="col-md-4 col-12">
<div class="card block wow fadeInLeft" data-wow-delay="1.0s" style="margin-top: 40px; padding: 0;">
<div class="card-header box">
<img src="img/svm.gif" style="width:500px;" class="img-fluid image" alt="this is a title">
<div class="middle">
<a href="https://github.com/dsgiitr/VisualML/tree/master/SVM">
<button type="button" class="butn github">Code</button>
</a>
<a href="https://dsgiitr.github.io/svm-demo">
<button type="button" class="butn demo">Demo</button>
</a>
</div>
</div>
<div class="card-body">
<h4 style="font-family: 'Exo', sans-serif; text-align: center;">
Support Vector Machines
</h4>
<p style="font-family: 'Exo', sans-serif; text-align: center;">
Visualise the effects of kernels and parameters on a SVM.
</p>
</div>
</div>
</div>
</div>
<div class="row justify-content-around" style="padding-bottom: 30px;">
<div class="col-md-4 col-12">
<div class="card block wow fadeInLeft" style="margin-top: 40px; padding: 0;">
<div class="card-header box">
<img src="img/pca.gif" style="width:500px;" class="img-fluid image" alt="this is a title">
<div class="middle">
<a href="https://github.com/dsgiitr/VisualML/tree/master/PCA">
<button type="button" class="butn github">Code</button>
</a>
<a href="https://dsgiitr.github.io/pca-demo">
<button type="button" class="butn demo">Demo</button>
</a>
</div>
</div>
<div class="card-body">
<h4 style="font-family: 'Exo', sans-serif; text-align: center;">
Principal Components Analysis
</h4>
<p style="font-family: 'Exo', sans-serif; text-align: center;">
Visualise the principal components of different types of datasets.
</p>
</div>
</div>
</div>
<div class="col-md-4 col-12">
<div class="card block wow fadeInLeft" data-wow-delay="0.5s" style="margin-top: 40px; padding: 0;">
<div class="card-header box">
<img src="img/lr.gif" style="width:500px;" class="img-fluid image" alt="this is a title">
<div class="middle">
<a href="https://github.com/dsgiitr/VisualML/tree/master/Logistic Regression">
<button type="button" class="butn github">Code</button>
</a>
<a href="https://dsgiitr.github.io/logistic-regression-demo">
<button type="button" class="butn demo">Demo</button>
</a>
</div>
</div>
<div class="card-body">
<h4 style="font-family: 'Exo', sans-serif; text-align: center;">
Logistic Regression
</h4>
<p style="font-family: 'Exo', sans-serif; text-align: center;">
Visualise the separation of classes using Logistic Regression.
</p>
</div>
</div>
</div>
</div>
</div>
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.16.0/umd/popper.min.js"></script>
<script src="https://maxcdn.bootstrapcdn.com/bootstrap/4.5.0/js/bootstrap.min.js"></script>
<script src="wow.min.js"></script>
<script>
$(document).ready(function() {
$("a").on('click', function(event) {
if (this.hash !== "") {
event.preventDefault();
var hash = this.hash;
$('html, body').animate({
scrollTop: $(hash).offset().top
}, 800, function() {
window.location.hash = hash;
});
}
});
$("#dependencies").css("display", "none");
});
$("#home").click(function() {
$("#demo_a").removeClass("active");
$("#about_a").removeClass("active");
$("#tools_a").removeClass("active");
$("#home_a").addClass("active");
$("#dependencies").css("display", "none");
$("#info_div").css("display", "block");
$("#info").removeClass();
$("#info").addClass("nav-text-home");
$("#info").html("Machine Learning in the Browser");
});
$("#about").click(function() {
$("#demo_a").removeClass("active");
$("#home_a").removeClass("active");
$("#tools_a").removeClass("active");
$("#about_a").addClass("active");
$("#dependencies").css("display", "none");
$("#info_div").css("display", "block");
$("#info").removeClass();
$("#info").addClass("nav-text-about");
$("#info").html("VisualML aims at helping people visualise Machine Learning Algorithms. Interactive Visualisations help build intuition, and thus, better understanding of the algorithm's working. The Project has been built primarily in JavaScript alongwith some libraries.")
});
$("#tools").click(function() {
$("#demo_a").removeClass("active");
$("#home_a").removeClass("active");
$("#about_a").removeClass("active");
$("#tools_a").addClass("active");
$("#info_div").css("display", "none");
$("#dependencies").css("display", "block");
});
$("#demo").click(function() {
$("#home_a").removeClass("active");
$("#about_a").removeClass("active");
$("#tools_a").removeClass("active");
$("#demo_a").addClass("active");
$("#dependencies").css("display", "none");
$("#info_div").css("display", "block");
$("#info").removeClass();
$("#info").addClass("nav-text-home");
$("#info").html("Hope you enjoy the Demos!");
});
new WOW().init();
</script>
<!-- Place this tag in your head or just before your close body tag. -->
<script async defer src="https://buttons.github.io/buttons.js"></script>
</body>
</html>