-
Notifications
You must be signed in to change notification settings - Fork 1
/
Copy pathdeep-learning-with-sound-and-lesson-4.html
executable file
·135 lines (98 loc) · 6.45 KB
/
deep-learning-with-sound-and-lesson-4.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
<!DOCTYPE html>
<html lang="english">
<head>
<link href='//fonts.googleapis.com/css?family=Source+Sans+Pro:300,400,700,400italic' rel='stylesheet' type='text/css'>
<link rel="stylesheet" type="text/css" href="http://pmlg.github.io/theme/stylesheet/style.min.css">
<link rel="stylesheet" type="text/css" href="http://pmlg.github.io/theme/pygments/github.min.css">
<link rel="stylesheet" type="text/css" href="http://pmlg.github.io/theme/font-awesome/css/font-awesome.min.css">
<link href="http://pmlg.github.io/feeds/all.atom.xml" type="application/atom+xml" rel="alternate" title="Perth Machine Learning Group Atom">
<meta charset="utf-8" />
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<meta name="HandheldFriendly" content="True" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<meta name="robots" content="" />
<meta name="author" content="PMLG" />
<meta name="description" content="Great meet up last week, thanks Grant and John for taking us through your recent work. In the meet up we covered part of lesson 4 with a focus on collaborative filtering and briefly touching on the area of embeddings NLP Representations word2vec Note these links just scratch the surface …" />
<meta name="keywords" content="">
<meta property="og:site_name" content="Perth Machine Learning Group"/>
<meta property="og:title" content="Deep Learning with Sound and Lesson 4"/>
<meta property="og:description" content="Great meet up last week, thanks Grant and John for taking us through your recent work. In the meet up we covered part of lesson 4 with a focus on collaborative filtering and briefly touching on the area of embeddings NLP Representations word2vec Note these links just scratch the surface …"/>
<meta property="og:locale" content="en_US"/>
<meta property="og:url" content="http://pmlg.github.io/deep-learning-with-sound-and-lesson-4.html"/>
<meta property="og:type" content="article"/>
<meta property="article:published_time" content="2017-05-25 00:00:00+08:00"/>
<meta property="article:modified_time" content=""/>
<meta property="article:author" content="http://pmlg.github.io/author/pmlg.html">
<meta property="article:section" content="events"/>
<meta property="og:image" content="http://pmlg.github.io/images/network.png">
<title>Perth Machine Learning Group – Deep Learning with Sound and Lesson 4</title>
</head>
<body>
<aside>
<div>
<a href="http://pmlg.github.io">
<img src="http://pmlg.github.io/images/network.png" alt="" title="">
</a>
<h1><a href="http://pmlg.github.io"></a></h1>
<h2>Perth's Machine Learning Group</h2>
<p> We are a group of students, industry professionals, entrepreneurs and curious individuals studying machine learning. We run beginner and advanced sessions every Thursday from 6-8pm at Flux, 191 St George's Terrace.</p>
<nav>
<h3>Links</h3>
<ul class="list">
<li><a href="https://groups.google.com/d/forum/perthdeeplearners" target="_blank">Join Our Mailing List</a></li>
<li><a href="http://course.fast.ai/" target="_blank">Deep Learning Course Material</a></li>
</ul>
</nav>
<ul class="social">
<li><a class="sc-GitHub" href="http://github.com/pmlg/" target="_blank"><i class="fa fa-GitHub"></i></a></li>
</ul>
</div>
<div>
<iframe src="https://calendar.google.com/calendar/embed?title=Our%20Events&showNav=0&showDate=0&showPrint=0&showTabs=0&showCalendars=0&showTz=0&mode=AGENDA&height=400&wkst=1&bgcolor=%23FFFFFF&src=lr71qjb5phpmm9ppss0cngh9jo%40group.calendar.google.com&color=%23125A12&ctz=Australia%2FPerth" style="border:solid 1px #777" frameborder="0" scrolling="no"></iframe>
</div>
</aside>
<main>
<article class="single">
<header>
<h1 id="deep-learning-with-sound-and-lesson-4">Deep Learning with Sound and Lesson 4</h1>
<p>
Posted on Thu 25 May 2017 in <a href="http://pmlg.github.io/category/events.html">events</a>
</p>
</header>
<div>
<p>Great meet up last week, thanks Grant and John for taking us through your recent work.
In the meet up we covered part of lesson 4 with a focus on <a href="https://en.m.wikipedia.org/wiki/Collaborative_filtering">collaborative filtering</a> and briefly touching on the area of <a href="https://github.com/fastai/courses/blob/master/deeplearning1/excel/collab_filter.xlsx">embeddings</a> <a href="http://colah.github.io/posts/2014-07-NLP-RNNs-Representations/">NLP Representations</a>
<a href="https://www.tensorflow.org/tutorials/word2vec">word2vec</a> Note these links just scratch the surface. Embeddings are a very rich area of research.</p>
<p>In session 2 John took us through the interesting area of using conv nets to process sound and potential for running this on embedded devices. This work was done over a weekend for the Unearthed Perth hackerthon. Here is a picture from the competition of the Pi calculating a realtime spectrogram (courtesy of Sam Bishop) which was then run through the conv net.</p>
<p><img alt="Deep Learning on RPi" src="images/rpinet.jpg"></p>
<p>and we wound up the session with a recent paper from google on learning joint sound and vision on <a href="https://arxiv.org/pdf/1705.08168.pdf">Conv nets</a>, <a href="https://github.com/pmlg/notebooks/blob/master/Convert%20Soundnet%20to%20Keras.ipynb">notebook</a>
This coming Thursday speakers are as follows:</p>
<ul>
<li>Austin Shen will lead us through session 1</li>
<li>Michael Clark will lead us though session 2</li>
</ul>
<p>Looking forward to seeing you folk on Thursday.</p>
</div>
<div class="tag-cloud">
<p>
</p>
</div>
<div class="addthis_relatedposts_inline">
</article>
<footer>
<p>© </p>
<p> Powered by <a href="http://getpelican.com" target="_blank">Pelican</a> - <a href="https://github.com/alexandrevicenzi/flex" target="_blank">Flex</a> theme by <a href="http://alexandrevicenzi.com" target="_blank">Alexandre Vicenzi</a>
</p> </footer>
</main>
<script type="application/ld+json">
{
"@context" : "http://schema.org",
"@type" : "Blog",
"name": " Perth Machine Learning Group ",
"url" : "http://pmlg.github.io",
"image": "http://pmlg.github.io/images/network.png",
"description": "We are a group of students, industry professionals, entrepreneurs and curious individuals studying machine learning. We run beginner and advanced sessions every Thursday from 6-8pm at Flux, 191 St George's Terrace."
}
</script>
</body>
</html>