-
Notifications
You must be signed in to change notification settings - Fork 2.4k
/
index.html
297 lines (287 loc) · 12.7 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
<!DOCTYPE html>
<html>
<head>
<meta charset='utf-8'>
<meta http-equiv="X-UA-Compatible" content="chrome=1">
<link href='https://fonts.googleapis.com/css?family=Chivo:900' rel='stylesheet' type='text/css'>
<link rel="stylesheet" type="text/css" href="stylesheets/stylesheet.css" media="screen">
<link rel="stylesheet" type="text/css" href="stylesheets/pygment_trac.css" media="screen">
<link rel="stylesheet" type="text/css" href="stylesheets/print.css" media="print">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/4.3.0/css/font-awesome.min.css">
<!--[if lt IE 9]>
<script src="//html5shiv.googlecode.com/svn/trunk/html5.js"></script>
<![endif]-->
<title>Data Science Specialization Course Notes by Xing Su</title>
<meta name="description" content="Comprehensive set of notes for all 9 courses in the Johns Hopkins University/Coursera Data Science Specialization" />
<meta property="og:type" content="website" />
<meta property="og:title" content="Data Science Specialization Course Notes by Xing Su" />
<meta property="og:url" content="https://sux13.github.io/DataScienceSpCourseNotes/" />
<meta property="og:image" content="https://s3.amazonaws.com/coursera/specializations/jhudatascience/logo.png" />
<meta property="og:description" content="Comprehensive set of notes for all 9 courses in the Johns Hopkins University/Coursera Data Science Specialization" />
<meta property="og:site_name" content="Data Science Specialization Course Notes by Xing Su" />
<meta name="keywords" content="data science, Coursera, Johns Hopkins University, specialization, data science specialization, Xing Su, notes, course notes, Machine Learning, Regression Models, R Programming, Data Scientist's Toolbox, Getting and Cleaning Data, Reproducible Research, Exploratory Data Analysis, Practical Machine Learning, Developing Data Products, Statistical Inference, Duke University, LinkedIn" />
</head>
<body>
<div id="container">
<div class="inner">
<header>
<h1>Data Science Specialization Course Notes</h1>
<h2>
Notes for all 9 courses in the <a href="https://www.coursera.org/specialization/jhudatascience/1">Coursera Data Science Specialization</a> from Johns Hopkins University
</h2>
</header>
<hr>
<section id="main_content">
<div class="share-button"></div>
<script type="text/javascript" src="javascripts/share.min.js"></script>
<script>
var share = new Share(".share-button", {
url: "http://sux13.github.io/DataScienceSpCourseNotes/",
// title: "Data Science Specialization Course Notes",
description: "Comprehensive set of notes for all 9 courses in the Johns Hopkins University/Coursera Data Science Specialization",
img: "https://s3.amazonaws.com/coursera/specializations/jhudatascience/logo.png",
networks: {
facebook: {
image: "https://s3.amazonaws.com/coursera/specializations/jhudatascience/logo.png"
},
pinterest: {
enabled: false
},
email: {
title: "Comprehensive Notes for Coursera Data Science Specialization",
description: "Comprehensive set of notes for all 9 courses in the Johns Hopkins University/Coursera Data Science Specialization - http://sux13.github.io/DataScienceSpCourseNotes/"
}
}
});
</script>
<h1>
<a id="datasciencespcoursenotes" class="anchor" href="#datasciencespcoursenotes" aria-hidden="true">
<span class="octicon octicon-link"></span>
</a>
Happy Learning
</h1>
<a href="https://www.coursera.org/specialization/jhudatascience/1">
<img class="datascience" src="https://s3.amazonaws.com/coursera/specializations/jhudatascience/logo.png" alt="Data Science Specialization" width="250px" height="250px"></a>
<br>
<p>
All notes are written in <strong>R Markdown</strong> format and encompass all concepts covered in the <a href="https://www.coursera.org/specialization/jhudatascience/1">Data Science Specialization</a>, as well as additional examples and materials I compiled from lecture, my own exploration, <em>StackOverflow</em>, and <em>Khan Academy</em>.
</p>
<p>
They are <em>by no means perfect</em>, but feel free to <a href="https://github.com/sux13"><span class="fa fa-user-plus"></span> follow</a>, <a href="https://github.com/sux13/DataScienceSpCourseNotes/fork"><span class="fa fa-code-fork"></span> fork</a> and/or <a href="https://github.com/sux13/DataScienceSpCourseNotes/pulls"><span class="fa fa-github"></span> contribute</a>. Please reach out to <a href="mailto:[email protected]">[email protected]</a> if you have any questions.
</p>
<p>
All files are hosted in <a href="https://github.com/sux13/DataScienceSpCourseNotes">this</a> repository.
</p>
<br>
<table>
<thead>
<tr>
<th align="center">Course</th>
<th align="center">HTML</th>
<th align="center">PDF</th>
<th align="center">Rmd</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center">The Data Scientist’s Toolbox</td>
<td align="center">
<a href="1_DATASCITOOLBOX/Data_Scientists_Toolbox_Course_Notes.html">
<span class="fa fa-link" title = "HTML"></span>
</a>
</td>
<td align="center">
<a href="1_DATASCITOOLBOX/Data_Scientists_Toolbox_Course_Notes.pdf">
<span class="fa fa-file-text" title = "PDF"></span>
</a>
</td>
<td align="center">
<a href="1_DATASCITOOLBOX/Data%20Scientists%20Toolbox%20Course%20Notes.Rmd">
<span class="fa fa-file-code-o" title = "Rmd"></span>
</a>
</td>
</tr>
<tr>
<td align="center">R Programming</td>
<td align="center">
<a href="2_RPROG/R_Programming_Course_Notes.html">
<span class="fa fa-link" title = "HTML"></span>
</a>
</td>
<td align="center">
<a href="2_RPROG/R_Programming_Course_Notes.pdf">
<span class="fa fa-file-text" title = "PDF"></span>
</a>
</td>
<td align="center">
<a href="2_RPROG/R%20Programming%20Course%20Notes.Rmd">
<span class="fa fa-file-code-o" title = "Rmd"></span>
</a>
</td>
</tr>
<tr>
<td align="center">Getting and Cleaning Data</td>
<td align="center">
<a href="3_GETDATA/Getting_and_Cleaning_Data_Course_Notes.html">
<span class="fa fa-link" title = "HTML"></span>
</a>
</td>
<td align="center">
<a href="3_GETDATA/Getting_and_Cleaning_Data_Course_Notes.pdf">
<span class="fa fa-file-text" title = "PDF"></span>
</a>
</td>
<td align="center">
<a href="3_GETDATA/Getting%20and%20Cleaning%20Data%20Course%20Notes.Rmd">
<span class="fa fa-file-code-o" title = "Rmd"></span>
</a>
</td>
</tr>
<tr>
<td align="center">Exploratory Data Analysis</td>
<td align="center">
<a href="4_EXDATA/Exploratory_Data_Analysis_Course_Notes.html">
<span class="fa fa-link" title = "HTML"></span>
</a>
</td>
<td align="center">
<a href="4_EXDATA/Exploratory_Data_Analysis_Course_Notes.pdf">
<span class="fa fa-file-text" title = "PDF"></span>
</a>
</td>
<td align="center">
<a href="4_EXDATA/Exploratory%20Data%20Analysis%20Course%20Notes.Rmd">
<span class="fa fa-file-code-o" title = "Rmd"></span>
</a>
</td>
</tr>
<tr>
<td align="center">Reproducible Research</td>
<td align="center">
<a href="5_REPDATA/Reproducible_Research_Course_Notes.html">
<span class="fa fa-link" title = "HTML"></span>
</a>
</td>
<td align="center">
<a href="5_REPDATA/Reproducible_Research_Course_Notes.pdf">
<span class="fa fa-file-text" title = "PDF"></span>
</a>
</td>
<td align="center">
<a href="5_REPDATA/Reproducible%20Research%20Course%20Notes.Rmd">
<span class="fa fa-file-code-o" title = "Rmd"></span>
</a>
</td>
</tr>
<tr>
<td align="center">Statistical Inference</td>
<td align="center">
<a href="6_STATINFERENCE/Statistical_Inference_Course_Notes.html">
<span class="fa fa-link" title = "HTML"></span>
</a>
</td>
<td align="center">
<a href="6_STATINFERENCE/Statistical_Inference_Course_Notes.pdf">
<span class="fa fa-file-text" title = "PDF"></span>
</a>
</td>
<td align="center">
<a href="6_STATINFERENCE/Statistical%20Inference%20Course%20Notes.Rmd">
<span class="fa fa-file-code-o" title = "Rmd"></span>
</a>
</td>
</tr>
<tr>
<td align="center">Regression Models</td>
<td align="center">
<a href = "7_REGMODS/Regression_Models_Course_Notes.html">
<span class="fa fa-link" title = "HTML"></span>
</a>
</td>
<td align="center">
<a href="7_REGMODS/Regression_Models_Course_Notes.pdf">
<span class="fa fa-file-text" title = "PDF"></span>
</a>
</td>
<td align="center">
<a href = "7_REGMODS/Regression%20Models%20Course%20Notes.Rmd">
<span class="fa fa-file-code-o" title = "Rmd"></span>
</a>
</td>
</tr>
<tr>
<td align="center">Practical Machine Learning</td>
<td align="center">
<a href="8_PREDMACHLEARN/Practical_Machine_Learning_Course_Notes.html">
<span class="fa fa-link" title = "HTML"></span>
</a>
</td>
<td align="center">
<a href="8_PREDMACHLEARN/Practical_Machine_Learning_Course_Notes.pdf">
<span class="fa fa-file-text" title = "PDF"></span>
</a>
</td>
<td align="center">
<a href="8_PREDMACHLEARN/Practical%20Machine%20Learning%20Course%20Notes.Rmd">
<span class="fa fa-file-code-o" title = "Rmd"></span>
</a>
</td>
</tr>
<tr>
<td align="center">Developing Data Products</td>
<td align="center">
<a href="9_DEVDATAPROD/Developing_Data_Products_Course_Notes.html">
<span class="fa fa-link" title = "HTML"></span>
</a>
</td>
<td align="center">
<a href="9_DEVDATAPROD/Developing_Data_Products_Course_Notes.pdf">
<span class="fa fa-file-text" title = "PDF"></span>
</a>
</td>
<td align="center">
<a href="9_DEVDATAPROD/Developing%20Data%20Products%20Course%20Notes.Rmd">
<span class="fa fa-file-code-o" title = "Rmd"></span>
</a>
</td>
</tr>
</tbody>
</table>
<a href="https://github.com/sux13/DataScienceSpCourseNotes">
<img style="position: absolute; top: 0; left: 0; border: 0;" src="https://camo.githubusercontent.com/8b6b8ccc6da3aa5722903da7b58eb5ab1081adee/68747470733a2f2f73332e616d617a6f6e6177732e636f6d2f6769746875622f726962626f6e732f666f726b6d655f6c6566745f6f72616e67655f6666373630302e706e67" alt="Fork me on GitHub" data-canonical-src="https://s3.amazonaws.com/github/ribbons/forkme_left_orange_ff7600.png"></a>
</section>
<section id="downloads" class="clearfix">
<br><br>
<a href="https://github.com/sux13/DataScienceSpCourseNotes/zipball/master" id="download-zip" class="button">
<span>Download .zip</span>
</a>
<a href="https://github.com/sux13/DataScienceSpCourseNotes/tarball/master" id="download-tar-gz" class="button">
<span>Download .tar.gz</span>
</a>
<a href="https://github.com/sux13/DataScienceSpCourseNotes" id="view-on-github" class="button">
<span>View on GitHub</span>
</a>
</section>
<footer>
<div>
<a href="https://www.linkedin.com/in/suxing/en" class="vert-center" style="float: left;">
<img class="portrait" alt="Xing Su" src="https://media.licdn.com/mpr/mpr/shrink_100_100/p/4/000/172/23d/12d2ade.jpg" width="100" height="100"></a>
<div id = "aboutme" class="vert-center">
Xing graduated from Duke University in 2013, worked in consulting in NYC for 16 months, moved to SF to learn data science, and will be launching new cities for Uber in China. You can find him on <a href="https://www.linkedin.com/in/suxing/en">LinkedIn</a>, <a href="https://github.com/sux13">Github</a>, or through <a href="mailto:[email protected]">[email protected]</a>.
</div>
</div>
</footer>
<script type="text/javascript">
var gaJsHost = (("https:" == document.location.protocol) ? "https://ssl." : "http://www.");
document.write(unescape("%3Cscript src='" + gaJsHost + "google-analytics.com/ga.js' type='text/javascript'%3E%3C/script%3E"));
</script>
<script type="text/javascript">
try {
var pageTracker = _gat._getTracker("UA-60505387-1");
pageTracker._trackPageview();
} catch(err) {}
</script>
</div>
</div>
</body>
</html>