-
Notifications
You must be signed in to change notification settings - Fork 1
/
index.html
304 lines (213 loc) · 6.45 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
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8"/>
<title></title>
<meta name="author" content="(chillaranand)"/>
<style type="text/css">
.underline { text-decoration: underline; }
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/reveal.js/3.0.0/css/reveal.css"/>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/reveal.js/3.0.0/css/theme/simple.css" id="theme"/>
<!-- If the query includes 'print-pdf', include the PDF print sheet -->
<script>
if( window.location.search.match( /print-pdf/gi ) ) {
var link = document.createElement( 'link' );
link.rel = 'stylesheet';
link.type = 'text/css';
link.href = 'https://cdn.jsdelivr.net/reveal.js/3.0.0/css/print/pdf.css';
document.getElementsByTagName( 'head' )[0].appendChild( link );
}
</script>
</head>
<body>
<div class="reveal">
<div class='footer'>
<a href="http:https://www.avilpage.com">© Chillar Anand</a>
</div>
<style>
.reveal .footer {
position: absolute;
bottom: 1em;
left: 1em;
font-size: 0.5em;
}
</style>
<div class="slides">
</section>
<section id="slide-org423b9b7">
<h3 id="org423b9b7">How to teach neural networks (deep learning) to your grandma?</h3>
</section>
<section id="slide-org343cd7b">
<h3 id="org343cd7b">Requirements</h3>
<p>
Curiosity - To learn about neural networks.
</p>
<p>
Patience - It takes time to train networks.
</p>
</section>
<section id="slide-orgf6031e9">
<h3 id="orgf6031e9">Ask Questions</h3>
<ul>
<li>Raise your hands</li>
<li>Standup</li>
<li>Throw something</li>
</ul>
</section>
<section id="slide-orgb6f4cbf">
<h3 id="orgb6f4cbf">Quiz</h3>
<ul>
<li>Formula to convert miles to kilometers?</li>
<li>Formula to convert celsius to farenheit?</li>
<li>Formula to convert non-swimmer to swimmer?</li>
</ul>
</section>
<section id="slide-orgf48c206">
<h3 id="orgf48c206">Tacit Knowledge</h3>
<p>
Difficult to transfer to another person by writing/verbalizing.
</p>
<p>
Ex: Driving, Swimming
</p>
</section>
<section id="slide-orged0d929">
<h3 id="orged0d929">How tacit knowledge is acquired?</h3>
<ul>
<li>By practice and learning</li>
</ul>
</section>
<section id="slide-org9b7a4a5">
<h3 id="org9b7a4a5">Sytems</h3>
<ul>
<li>Open Loop Systems</li>
</ul>
<p>
Ex: Flash light in phone
</p>
<ul>
<li>Closed Loop System</li>
</ul>
<p>
Ex: Auto brightness in phone
</p>
</section>
<section id="slide-org121db4f">
<h3 id="org121db4f">Closed Loop System</h3>
<ul>
<li>They can contain tacit knowledge.</li>
<li>They learn things.</li>
<li>They can preserve learning.</li>
</ul>
</section>
<section id="slide-orgcde643f">
<h3 id="orgcde643f">Why machines need to learn?</h3>
<ul>
<li>They know only 0 & 1.</li>
<li>Humans wanted machines to solve complex problems.</li>
<li>Very hard to write python program to recognise images.</li>
</ul>
</section>
<section id="slide-orgf652c5d">
<h3 id="orgf652c5d">How to make machines learn?</h3>
<ul>
<li>Biology inspired design</li>
</ul>
</section>
<section id="slide-orgc6761d3">
<h3 id="orgc6761d3">Design a system which can learn</h3>
</section>
<section id="slide-org6d39d7c">
<h3 id="org6d39d7c">Learning System v1</h3>
<ul>
<li>Convert miles to kilometers</li>
</ul>
</section>
<section id="slide-org52cc7cc">
<h3 id="org52cc7cc">Learning System v1</h3>
<ul>
<li>Single node</li>
<li>Not enough for real world problems</li>
<li>Need more nodes</li>
<li>Average value which satisfies of all input data</li>
</ul>
</section>
<section id="slide-org0110264">
<h3 id="org0110264">Learning System v2</h3>
<ul>
<li>Solve linear equations</li>
</ul>
</section>
<section id="slide-orgf2881bc">
<h3 id="orgf2881bc">Learning System v2</h3>
<ul>
<li>Multi node</li>
<li>Classical xor problem</li>
<li>Need more layers</li>
</ul>
</section>
<section id="slide-orgeb5781d">
<h3 id="orgeb5781d">Learning System v3</h3>
<ul>
<li>Digit recogniser</li>
</ul>
</section>
<section id="slide-orga1befed">
<h3 id="orga1befed">Learning System v3</h3>
<ul>
<li>Mutli layer, multi node</li>
<li>Good enough for real world problems</li>
</ul>
</section>
<section id="slide-orgdf7d01c">
<h3 id="orgdf7d01c">Summary</h3>
<ul>
<li>Learning how neural networks is easy</li>
<li>Training neural networks for good accuracy is hard</li>
</ul>
</section>
<section id="slide-org7e08afb">
<h3 id="org7e08afb">Resources</h3>
<ul>
<li><a href="https://stats.stackexchange.com/questions/tagged/neural-networks">https://stats.stackexchange.com/questions/tagged/neural-networks</a></li>
<li><a href="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/josephmisiti/awesome-machine-learning">https://github.com/josephmisiti/awesome-machine-learning</a></li>
<li><a href="https://makeyourownneuralnetwork.blogspot.in/">https://makeyourownneuralnetwork.blogspot.in/</a></li>
</ul>
</section>
</section>
</div>
</div>
<script src="https://cdn.jsdelivr.net/reveal.js/3.0.0/lib/js/head.min.js"></script>
<script src="https://cdn.jsdelivr.net/reveal.js/3.0.0/js/reveal.js"></script>
<script>
// Full list of configuration options available here:
// https://github.com/hakimel/reveal.js#configuration
Reveal.initialize({
controls: true,
progress: true,
history: false,
center: true,
slideNumber: 'c',
rollingLinks: false,
keyboard: true,
overview: true,
theme: Reveal.getQueryHash().theme, // available themes are in /css/theme
transition: Reveal.getQueryHash().transition || 'linear', // default/cube/page/concave/zoom/linear/fade/none
transitionSpeed: 'default',
multiplex: {
secret: '', // null if client
id: '', // id, obtained from socket.io server
url: '' // Location of socket.io server
},
// Optional libraries used to extend on reveal.js
dependencies: [
{ src: 'https://cdn.jsdelivr.net/reveal.js/3.0.0/lib/js/classList.js', condition: function() { return !document.body.classList; } },
{ src: 'https://cdn.jsdelivr.net/reveal.js/3.0.0/plugin/markdown/marked.js', condition: function() { return !!document.querySelector( '[data-markdown]' ); } },
{ src: 'https://cdn.jsdelivr.net/reveal.js/3.0.0/plugin/markdown/markdown.js', condition: function() { return !!document.querySelector( '[data-markdown]' ); } },
{ src: 'https://cdn.jsdelivr.net/reveal.js/3.0.0/plugin/zoom-js/zoom.js', async: true, condition: function() { return !!document.body.classList; } },
{ src: 'https://cdn.jsdelivr.net/reveal.js/3.0.0/plugin/notes/notes.js', async: true, condition: function() { return !!document.body.classList; } }]
});
</script>
</body>
</html>