-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathDLRL.html
More file actions
148 lines (119 loc) · 6.5 KB
/
DLRL.html
File metadata and controls
148 lines (119 loc) · 6.5 KB
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
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta content="width=device-width, initial-scale=1.0" name="viewport">
<title>Julian Wyatt</title>
<!-- Favicons -->
<link href="https://img.icons8.com/nolan/64/code-fork.png" rel="icon">
<link href="https://img.icons8.com/nolan/64/code-fork.png" rel="apple-touch-icon">
<!-- Google Fonts -->
<link
href="https://fonts.googleapis.com/css?family=Open+Sans:300,300i,400,400i,600,600i,700,700i|Raleway:300,300i,400,400i,500,500i,600,600i,700,700i|Satisfy"
rel="stylesheet">
<!-- Vendor CSS Files -->
<link href="assets/vendor/bootstrap/css/bootstrap.min.css" rel="stylesheet">
<link href="assets/vendor/icofont/icofont.min.css" rel="stylesheet">
<link href="assets/vendor/boxicons/css/boxicons.min.css" rel="stylesheet">
<link href="assets/vendor/owl.carousel/assets/owl.carousel.min.css" rel="stylesheet">
<!-- <link href="assets/vendor/venobox/venobox.css" rel="stylesheet"> -->
<script src="https://documentcloud.adobe.com/view-sdk/main.js"></script>
<!-- Template Main CSS File -->
<link href="assets/css/style.css" rel="stylesheet">
<!-- =======================================================
* Template Name: Laura - v2.0.0
* Template URL: https://bootstrapmade.com/laura-free-creative-bootstrap-theme/
* Author: BootstrapMade.com
* License: https://bootstrapmade.com/license/
======================================================== -->
</head>
<body>
<!-- ======= Header ======= -->
<header id="header" class="fixed-top d-flex justify-content-center align-items-center">
<nav id="nav" class="nav-colour nav-menu-scrolled nav-menu d-none d-lg-block d-md-block">
<ul>
<li class="active"><a href="./">Home</a></li>
<li><a href="./#about">About</a></li>
<li><a href="./#resume">Resume</a></li>
<li><a href="./#portfolio">Portfolio</a></li>
<li><a href="./#contact">Contact</a></li>
</ul>
</nav><!-- .nav-menu -->
</header><!-- End Header -->
<main id="main">
<div class="container align-content-center smallMargin" >
<h2 >Deep Learning & Reinforcement Learning</h2>
<p>
While studying for my third year of university my cohort was tasked to develop a generative model and a reinforcement learning agent.
The generative model should use subsets of the CIFAR10 (32x32) & STL10 (96x96) image datasets to develop pictures of a pegasus. As seen in my work below, I developed a GLO (generative latent optimisation) model, which produced good reproductions, but was poor for interpolating images.
<br>
While the reinforcement learning agent should adapt to play the Atari game Gravitar. The aim of Gravitar is complex, even for humans. The player must meander around gravity, visiting planets, collecting fuel, all while shooting other space ships. To develop my agent, I looked towards modern reinforcement learning recurrent network architectures as I thought this would perform well within the context of the game to satisfy a long term reward.
<br>
Please also see the video below which contains my RL agent's PB at Gravitar after training for 12 hours on a single GPU.
<br>
<b>Libraries & Technologies used:</b> PyTorch, CUDA, OpenAI Gym.
<div id="team" style="margin-bottom: 20px;">
<div class="social-links">
<div class="row" style="margin-left: 10px;margin-top:4px;">
<div class="col-9 col-sm-9 col-md-7 col-lg-5 col-xl-5">
<i class="icofont-rounded-right"></i>The overall source code is available here:
</div>
<div class="col d-flex justify-content-start">
<a href="https://github.com/Julian-Wyatt/DLRL" class="github"><i class="bx bxl-github"></i></a>
<!-- <a id="pdfOnClick" class="github"><i class="bx bxs-file-pdf"></i></a> -->
</div>
</div>
<div class="row" style="margin-left: 10px;margin-top:4px;">
<div class="col-9 col-sm-9 col-md-7 col-lg-5 col-xl-5">
<i class="icofont-rounded-right"></i>To view my generative model paper, please click here:
</div>
<div class="col d-flex justify-content-start">
<a id="pdfOnClick" class="github"><i class="bx bxs-file-pdf"></i></a>
</div>
</div>
</div>
</div>
<div class="d-flex justify-content-center" style="padding-bottom: 10px;">
<!-- <iframe src="https://drive.google.com/file/d/1F1zGUrKqx6BJeDjgwsFqKIS3TVPqNbYs/preview" width="1280" height="720" allowfullscreen></iframe> -->
<iframe width="1280" height="720" src="https://www.youtube.com/embed/oTNwsHRPOeM" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
</div>
</div>
<div id="adobe-pdf"></div>
<!-- <div class="container col-xl-6" id="pdf1" style="margin-bottom: 20px;margin-top:20px"> -->
</div>
</main><!-- End #main -->
<!-- ======= Footer ======= -->
<footer id="footer">
<div class="container" id="contact">
<h3>Julian Wyatt</h3>
<p>If you wish to contact me to ask any questions about any of my work or to view my work, please use the social links below.<br> I would love to hear from you!</p>
<p><strong>Email:</strong> julian_wyatt@hotmail.com</p>
<div class="social-links">
<a href="https://github.com/Julian-Wyatt" class="github"><i class="bx bxl-github"></i></a>
<a href="https://www.linkedin.com/in/julian-wyatt-284468174/" class="linkedin"><i class="bx bxl-linkedin"></i></a>
</div>
<br>
Favicon Rights are owned by: <a href="https://www.icons8.com">icons8.com</a>
</div>
</footer><!-- End Footer -->
<a href="#" class="back-to-top"><i class="icofont-simple-up"></i></a>
<!-- insert just before the closing body tag </body> -->
<script type="text/javascript">
document.addEventListener("adobe_dc_view_sdk.ready", function(){
document.getElementById("pdfOnClick").addEventListener("click",function(){
var adobeDCView = new AdobeDC.View({clientId: "5f8b561edef94b828f638632cbc4013b", divId: "adobe-pdf"});
adobeDCView.previewFile({
content:{location: {url: "./assets/pdfs/pegasus-paper.pdf"}},
metaData:{fileName: "pegasus-paper.pdf"}
}, {embedMode: "LIGHT_BOX", showPrintPDF: false});
})
});
</script>
<!-- Vendor JS Files -->
<script src="assets/vendor/jquery/jquery.min.js"></script>
<script src="assets/vendor/bootstrap/js/bootstrap.bundle.min.js"></script>
<script src="assets/vendor/owl.carousel/owl.carousel.min.js"></script>
<script src="assets/js/carousel.js"></script>
<script src="assets/js/mobileNav.js"></script>
</body>
</html>