-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathindex.html
More file actions
124 lines (96 loc) · 167 KB
/
index.html
File metadata and controls
124 lines (96 loc) · 167 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
<!DOCTYPE html> <html lang><!--
Page saved with SingleFile
url: https://numpy-fadeoutprint-8df12545bc177cfb49ad4758298de1cc54b7175fbfa7.gitlab.io/
saved date: Wed May 01 2024 00:19:08 GMT+1000 (Australian Eastern Standard Time)
--><meta charset=utf-8>
<title>FadeOutPrint</title>
<meta http-equiv=X-UA-Compatible content="IE=edge">
<meta name=description content>
<meta name=generator content="GitBook 3.2.3">
<style>/*! normalize.css v2.1.0 | MIT License | git.io/normalize */html{font-family:sans-serif;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}body{margin:0}a:focus{outline:thin dotted}a:active,a:hover{outline:0}hr{-moz-box-sizing:content-box}/*!
* Font Awesome 4.6.3 by @davegandy - http://fontawesome.io - @fontawesome
* License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
*/@-webkit-keyframes fa-spin{0%{-webkit-transform:rotate(0);transform:rotate(0)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}@keyframes fa-spin{0%{-webkit-transform:rotate(0);transform:rotate(0)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}/*!
* Preboot v2
*
* Open sourced under MIT license by @mdo.
* Some variables and mixins from Bootstrap (Apache 2 license).
*/@media (max-width:600px){}@media (max-width:600px){}@media (max-width:1000px){}@media (max-width:600px){}.book{position:relative;width:100%;height:100%}@media (min-width:600px){}@media (max-width:600px){}.book-body{position:absolute;top:0;right:0;left:0;bottom:0;overflow-y:auto;color:#000;background:#fff;-webkit-transition:left 250ms ease;-moz-transition:left 250ms ease;-o-transition:left 250ms ease;transition:left 250ms ease}.book-body .body-inner{position:absolute;top:0;right:0;left:0;bottom:0;overflow-y:auto}@media (max-width:1240px){.book-body{-webkit-transition:-webkit-transform 250ms ease;-moz-transition:-moz-transform 250ms ease;-o-transition:-o-transform 250ms ease;transition:transform 250ms ease;padding-bottom:20px}.book-body .body-inner{position:static;min-height:calc(100% - 50px)}}.page-wrapper{position:relative;outline:0}.page-inner{position:relative;max-width:800px;margin:0 auto;padding:20px 15px 40px 15px}.markdown-section{display:block;word-wrap:break-word;overflow:hidden;color:#333;line-height:1.7;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%;-moz-text-size-adjust:100%}.markdown-section *{box-sizing:border-box;-webkit-box-sizing:border-box;font-size:inherit}.markdown-section>:first-child{margin-top:0!important}.markdown-section>:last-child{margin-bottom:0!important}.markdown-section code,.markdown-section img,.markdown-section table,.markdown-section tr{page-break-inside:avoid}.markdown-section h2,.markdown-section h4{page-break-after:avoid}.markdown-section b,.markdown-section strong{font-weight:700}.markdown-section em{font-style:italic}.markdown-section p,.markdown-section table{margin-top:0;margin-bottom:.85em}.markdown-section a{color:#4183c4;text-decoration:none;background:0 0}.markdown-section a:active,.markdown-section a:focus,.markdown-section a:hover{outline:0;text-decoration:underline}.markdown-section img{border:0;max-width:100%}.markdown-section hr{height:4px;padding:0;margin:1.7em 0;overflow:hidden;background-color:#e7e7e7;border:none}.markdown-section hr:after,.markdown-section hr:before{display:table;content:" "}.markdown-section hr:after{clear:both}.markdown-section h2,.markdown-section h4{margin-top:1.275em;margin-bottom:.85em;font-weight:700}.markdown-section h2{font-size:1.75em}.markdown-section h4{font-size:1.25em}.markdown-section code{font-family:Consolas,"Liberation Mono",Menlo,Courier,monospace;direction:ltr;border:none;color:inherit}.markdown-section code{padding:.2em;margin:0;font-size:.85em;background-color:#f7f7f7}.markdown-section code:after,.markdown-section code:before{letter-spacing:-.2em;content:" "}.markdown-section table{display:table;width:100%;border-collapse:collapse;border-spacing:0;overflow:auto}.markdown-section table td{border:1px solid #ddd}.markdown-section table tr{background-color:#fff;border-top:1px solid #ccc}.markdown-section table tr:nth-child(2n){background-color:#f8f8f8}@media (max-width:1240px){}#book-search-results{opacity:1}*{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;-webkit-overflow-scrolling:touch;-webkit-tap-highlight-color:transparent;-webkit-text-size-adjust:none;-webkit-touch-callout:none;-webkit-font-smoothing:antialiased}body,html{height:100%}html{font-size:62.5%}body{text-rendering:optimizeLegibility;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:14px;letter-spacing:.2px;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}</style>
<style>.book.font-size-2 .book-body .page-inner section{font-size:1.6rem}.book.font-family-1{font-family:"Helvetica Neue",Helvetica,Arial,sans-serif}</style>
<meta name=HandheldFriendly content=true>
<meta name=viewport content="width=device-width, initial-scale=1, user-scalable=no">
<meta name=apple-mobile-web-app-capable content=yes>
<meta name=apple-mobile-web-app-status-bar-style content=black>
<meta name=referrer content=no-referrer><link rel="shortcut icon" href="data:image/x-icon;base64,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" type=image/x-icon><style>.sf-hidden{display:none!important}</style><link rel=canonical href=https://numpy-fadeoutprint-8df12545bc177cfb49ad4758298de1cc54b7175fbfa7.gitlab.io/><meta http-equiv=content-security-policy content="default-src 'none'; font-src 'self' data:; img-src 'self' data:; style-src 'unsafe-inline'; media-src 'self' data:; script-src 'unsafe-inline' data:; object-src 'self' data:; frame-src 'self' data:;"><style>img[src="data:,"],source[src="data:,"]{display:none!important}</style></head>
<body>
<div class="book font-size-2 font-family-1">
<div class=book-summary style=display:none!important>
</div>
<div class=book-body>
<div class=body-inner>
<div class=book-header role=navigation style=display:none!important>
</div>
<div class=page-wrapper tabindex=-1 role=main>
<div class=page-inner>
<div id=book-search-results>
<div class=search-noresults>
<section class="normal markdown-section">
<p><img src="data:image/png;base64,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" alt></p>
<hr>
<p>Fade Out Print (stylised as <strong>fade</strong>out<em>print</em>) is a self-publishing service for independent
authors, guiding them towards publishing non-fiction books this across various formats (E-book
or print), including Leanpub and Amazon KDP. Authors are assisted with the technical
challenges of self-publishing, allowing them to focus on the writing. Please get in touch by
email if you’re thinking about self-publishing your own non-fiction book. </p>
<p>CONTACT: <code>fadeoutprint@protonmail.com</code></p>
<hr>
<h2 id=numpy-by-example>NUMPY BY EXAMPLE</h2>
<h4 id=a-beginners-guide-to-learning-numpy>A beginner's guide to learning NumPy.</h4>
<p><img src=data:image/png;base64,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 alt></p>
<table>
<tbody><tr>
<td style=padding:5px;color:#333333>
Introducing: <b>NUMPY BY EXAMPLE</b>. Learn NumPy from scratch! This brand new, 2024 edition E-book covers NumPy (v1.26) features in a structured way, with each chapter building on your knowledge incrementally.
<br>Kindle:
<a target=_blank href=https://www.amazon.com/dp/B0D255VSR1>USA</a>,
<a target=_blank href=https://www.amazon.co.uk/dp/B0D255VSR1>UK</a>,
<a target=_blank href=https://www.amazon.de/dp/B0D255VSR1>Germany</a>,
<a target=_blank href=https://www.amazon.fr/dp/B0D255VSR1>France</a>,
<a target=_blank href=https://www.amazon.es/dp/B0D255VSR1>Spain</a>,
<a target=_blank href=https://www.amazon.it/dp/B0D255VSR1>Italy</a>,
<a target=_blank href=https://www.amazon.nl/dp/B0D255VSR1>Netherlands</a>,
<a target=_blank href=https://www.amazon.co.jp/dp/B0D255VSR1>Japan</a>,
<a target=_blank href=https://www.amazon.com.br/dp/B0D255VSR1>Brazil</a>,
<a target=_blank href=https://www.amazon.ca/dp/B0D255VSR1>Canada</a>,
<a target=_blank href=https://www.amazon.com.mx/dp/B0D255VSR1>Mexico</a>,
<a target=_blank href=https://www.amazon.com.au/dp/B0D255VSR1>Australia</a>,
<a target=_blank href=https://www.amazon.in/dp/B0D255VSR1>India</a>.
<br>Paperback:
<a target=_blank href=https://www.amazon.com/dp/B0D2YSY5QK>USA</a>,
<a target=_blank href=https://www.amazon.co.uk/dp/B0D2YSY5QK>UK</a>,
<a target=_blank href=https://www.amazon.de/dp/B0D2YSY5QK>Germany</a>,
<a target=_blank href=https://www.amazon.fr/dp/B0D2YSY5QK>France</a>,
<a target=_blank href=https://www.amazon.es/dp/B0D2YSY5QK>Spain</a>,
<a target=_blank href=https://www.amazon.it/dp/B0D2YSY5QK>Italy</a>,
<a target=_blank href=https://www.amazon.nl/dp/B0D2YSY5QK>Netherlands</a>,
<a target=_blank href=https://www.amazon.co.jp/dp/B0D2YSY5QK>Japan</a>,
<a target=_blank href=https://www.amazon.com.br/dp/B0D2YSY5QK>Brazil</a>,
<a target=_blank href=https://www.amazon.ca/dp/B0D2YSY5QK>Canada</a>,
<a target=_blank href=https://www.amazon.com.mx/dp/B0D2YSY5QK>Mexico</a>,
<a target=_blank href=https://www.amazon.com.au/dp/B0D2YSY5QK>Australia</a>,
<a target=_blank href=https://www.amazon.in/dp/B0D2YSY5QK>India</a>.
</td>
</tr>
</table>
<p><a href=https://numpy-fadeoutprint-8df12545bc177cfb49ad4758298de1cc54b7175fbfa7.gitlab.io/NUMPY-BY-EXAMPLE-CODE.zip>Download the example code</a></p>
<hr>
</section>
</div>
<div class="search-results sf-hidden">
</div>
</div>
</div>
</div>
</div>
</div>
</div>