-
Notifications
You must be signed in to change notification settings - Fork 148
/
Copy path00_agenda-4-days-Scala-SparkSQL-Streaming-MLlib-Kafka.html
373 lines (332 loc) · 16.7 KB
/
00_agenda-4-days-Scala-SparkSQL-Streaming-MLlib-Kafka.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
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>Apache Spark 2 Workshop Agenda (4 days)</title>
<meta name="description" content="Apache Spark 2 Workshop Agenda (4 days)">
<meta name="author" content="Jacek Laskowski">
<meta name="apple-mobile-web-app-capable" content="yes" />
<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent" />
<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no, minimal-ui">
<link rel="stylesheet" href="css/reveal.css">
<link rel="stylesheet" href="css/theme/beige.css" id="theme">
<!-- Code syntax highlighting -->
<link rel="stylesheet" href="lib/css/zenburn.css">
<!-- Printing and PDF exports -->
<script>
var link = document.createElement( 'link' );
link.rel = 'stylesheet';
link.type = 'text/css';
link.href = window.location.search.match( /print-pdf/gi ) ? 'css/print/pdf.css' : 'css/print/paper.css';
document.getElementsByTagName( 'head' )[0].appendChild( link );
</script>
<!-- https://github.com/hakimel/reveal.js/issues/174 -->
<style>
.slides .header {
position: absolute;
top: 0px;
right: 0px;
}
.slides .footer {
position: absolute;
bottom: 0px;
left: 35%;
}
</style>
<!--[if lt IE 9]>
<script src="lib/js/html5shiv.js"></script>
<![endif]-->
</head>
<body>
<div class="reveal">
<div class="slides">
<div class="footer">
<small>Copyright ©2017 Jacek Laskowski</small>
</div>
<section class="intro" data-transition="zoom">
<p>
<img width="5%" style="background:none; border:none; box-shadow:none;" data-src="images/scala-logo.png">
<img width="17%" style="background:none; border:none; box-shadow:none;" data-src="images/spark-logo.png">
<img width="8%" src="images/jacek_laskowski_20141201_512px.png" style="border: 0">
</p>
<h1>Apache Spark 2 Workshop <small>4 days</small></h1>
<h4><a href="https://twitter.com/jaceklaskowski">@jaceklaskowski</a> / <a href="http://stackoverflow.com/users/1305344/jacek-laskowski">StackOverflow</a> / <a href="https://github.com/jaceklaskowski">GitHub</a><br />
Gitbooks: <a href="http://bit.ly/mastering-apache-spark">Mastering Apache Spark</a> / <a href="http://bit.ly/spark-structured-streaming">Spark Structured Streaming</a></h4>
</section>
<section>
<section id="about-the-host">
<p>
<img width="15%" src="images/jacek_laskowski_20141201_512px.png" style="border: 0">
</p>
<ul>
<li><b>Jacek Laskowski</b> is an independent consultant
<ul>
<li>Specializing in Spark, Kafka, Mesos, DC/OS, Scala</li>
</ul>
</li>
<li>Among contributors to <a href="http://spark.apache.org/releases/spark-release-2-1-0.html#credits">Spark 2.1</a>, <a href="http://spark.apache.org/releases/spark-release-2-0-0.html#credits">Spark 2.0</a> (since <a href="http://spark.apache.org/releases/spark-release-1-6-0.html#credits">1.6.0</a>)</li>
<li>Contact me at <b>[email protected]</b> or follow me on twitter at <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> <-- and learn more Spark!</li>
<li>Delivering Development Services | Consulting | Training</li>
<li>Leader of <a href="http://warsawscala.pl">Warsaw Scala Enthusiasts</a> and <a href="http://www.meetup.com/Warsaw-Spark/">Warsaw Apache Spark</a></li>
<li><a href="https://java.net/website/java-champions/bios.html#Laskowski">Java Champion</a></li>
</ul>
</section>
<section id="about-github">
<p>
<a href="https://github.com/jaceklaskowski">https://github.com/jaceklaskowski</a>
</p>
<p>
<img width="70%" src="images/jaceklaskowski-github-stats.png" style="border: 0">
</p>
</section>
<section id="about-notes">
<p>
<a href="https://bit.ly/mastering-apache-spark">https://bit.ly/mastering-apache-spark</a>
</p>
<p>
<img src="images/jaceklaskowski-gitbook-stats.png" style="border: 0">
</p>
</section>
<section id="github-spark-contributors">
<p>
<a href="https://github.com/apache/spark/graphs/contributors">Ranked #91 in Spark contributors</a>
</p>
<p>
<img width="100%" src="images/jaceklaskowski-github-spark-stats.png" style="border: 0">
</p>
</section>
<section id="about-stackoverflow">
<p>
<a href="https://stackoverflow.com/tags/apache-spark/topusers">https://stackoverflow.com/tags/apache-spark/topusers</a>
</p>
<p>
<img width="45%" src="images/jaceklaskowski-stackoverflow-stats.png" style="border: 0">
</p>
</section>
<section id="about-twitter">
<p>
<a href="https://twitter.com/jaceklaskowski">https://twitter.com/jaceklaskowski</a>
</p>
<p>
<img width="90%" src="images/jaceklaskowski-twitter-stats.png" style="border: 0">
</p>
</section>
</section>
<section>
<section id="goal" data-markdown>
<script type="text/template">
## Goal
<p>
Developing hands-on experience in<br/>
<b>Spark SQL</b>, <b>Structured Streaming</b>, <b>Spark MLlib</b><br />
<b>Spark Streaming</b>, <b>Apache Kafka</b> and <b>Scala</b><br />
to exploit massive datasets <br />
for advanced analytics and data-oriented decision making
</p>
</script>
</section>
<section id="objectives" data-markdown>
<script type="text/template">
## Learning Objectives
After completing the class, you should be able to:
1. Write **Scala applications** with **Scala Collection API**
1. Define business models using **case classes**
1. Use **Spark SQL** effectively
1. Run streaming pipelines using **Structured Streaming**
1. Read datasets from and write to **Apache Kafka**
1. Explain architecture of Apache Spark
1. Use **Spark MLlib** for predictions and classifications
1. and many many more…
</script>
</section>
</section>
<section id="agenda">
<h2>Agenda</h2>
<ul>
<li><a href="#/day1a">Day 1a</a> — <b>Just Enough Scala and Tools (sbt, IntelliJ IDEA)</b></li>
<li><a href="#/day1b">Day 1b</a> — <b>Spark SQL and Tools (spark-shell, Databricks)</b></li>
<li><a href="#/day2">Day 2</a> — <b>Advanced Spark SQL</b></li>
<li><a href="#/day3a">Day 3a</a> — <b>Spark Architecture and Core Concepts</b></li>
<li><a href="#/day3b">Day 3b</a> — <b>Monitoring using web UI</b></li>
<li><a href="#/day3c">Day 3c</a> — <b>Spark Streaming + Kafka</b></li>
<li><a href="#/day4a">Day 4a</a> — <b>Structured Streaming (Kafka, files)</b></li>
<li><a href="#/day4b">Day 4b</a> — <b>Spark MLlib</b></li>
</ul>
</section>
<section>
<section id="day1a" data-markdown>
<script type="text/template">
## Day 1A — Just Enough Scala and Tools (sbt, IntelliJ IDEA)
1. Spark Installation
* [Running Spark Applications on Windows](https://books.japila.pl/apache-spark-internals/apache-spark-internals/2.4.4/spark-tips-and-tricks-running-spark-windows.html)
1. [Scala — Just Enough for Apache Spark](https://jaceklaskowski.github.io/spark-workshop/slides/02_scala.html) (with spark-shell)
1. My First Scala Standalone Application
* IntelliJ IDEA
* sbt package
* spark-submit
</script>
</section>
<section id="day1b" data-markdown>
<script type="text/template">
## Day 1B — Spark SQL and Tools (spark-shell, Databricks)
1. [Spark SQL](https://jaceklaskowski.github.io/spark-workshop/slides/spark-sql.html)
1. [Columns and Dataset Operators](https://jaceklaskowski.github.io/spark-workshop/slides/spark-sql-columns-and-dataset-operators.html)
1. [Standard and User-Defined Functions](https://jaceklaskowski.github.io/spark-workshop/slides/spark-sql-standard-functions-udfs.html)
1. [Basic Aggregation](https://jaceklaskowski.github.io/spark-workshop/slides/spark-sql-basic-aggregation.html)
</script>
</section>
</section>
<section id="day2" data-markdown>
<script type="text/template">
## Day 2 — Advanced Spark SQL
1. [Windowed Aggregation](spark-sql-windowed-aggregation.html)
1. [Multi-Dimensional Aggregation](spark-sql-multi-dimensional-aggregation.html)
1. [The Internals of Structured Query Execution](spark-sql-internals-of-structured-query-execution.html)
</script>
</section>
<section>
<section id="day3a" data-markdown>
<script type="text/template">
## Day 3A — Spark Architecture and Core Concepts
1. [The Core of Apache Spark](spark-core.html)
1. [Spark and Cluster Managers](spark-core-spark-and-cluster-managers.html)
</script>
</section>
<section id="day3b" data-markdown>
<script type="text/template">
## Day 3B — Monitoring using web UI
1. [web UI](https://jaceklaskowski.github.io/spark-workshop/slides/spark-core-webui.html)
</script>
</section>
<section id="day3c" data-markdown>
<script type="text/template">
## Day 3c — Spark Streaming + Kafka
1. [Spark Streaming](https://jaceklaskowski.github.io/spark-workshop/slides/04_spark_streaming.html)
1. [The Elements of Apache Kafka](https://jaceklaskowski.github.io/kafka-workshop/slides/04-apache-kafka.html)
</script>
</section>
</section>
<section>
<section id="day4a" data-markdown>
<script type="text/template">
## Day 4a — Structured Streaming (Kafka, files)
1. [Structured Streaming](https://jaceklaskowski.github.io/spark-workshop/slides/spark-structured-streaming.html)
</script>
</section>
<section id="day4b" data-markdown>
<script type="text/template">
## Day 4b — Spark MLlib
1. [Machine Learning with Spark MLlib](spark-mllib.html)
1. [ML Pipelines](spark-mllib-ml-pipelines.html)
</script>
</section>
</section>
<section>
<section id="coursera" data-markdown>
<script type="text/template">
<p>
<a href="https://www.coursera.org/learn/scala-spark-big-data">https://www.coursera.org/learn/scala-spark-big-data</a>
</p>
<p>
<img width="80%" src="images/coursera-bigdata-analysis-scala-spark.png"
alt="Big Data Analysis with Scala and Spark" style="border: 0"/>
</p>
</script>
</section>
<section>
<p>
Mastering Apache Spark notebook featured in the Big Data course at Coursera!
</p>
<p>
<img width="90%" src="images/coursera-spark-mastering-apache-spark.png"
alt="Mastering Apache Spark featured in Big Data course at Coursera" style="border: 0"/>
</p>
</section>
</section>
<section>
<section id="prerequisities">
<h2>Prerequisities (1 of 3)</h2>
<ol>
<li>Some programming experience using modern programming language, e.g. Scala, Python, Java, F#</li>
</ol>
</section>
<section>
<h2>Prerequisities (2 of 3)</h2>
<ol>
<li>Installed
<ul>
<li><a href="http://www.oracle.com/technetwork/java/javase/downloads/index.html">Java Platform, Standard Edition (Java SE) 8</a></li>
<li><a href="https://www.jetbrains.com/idea/download/">IntelliJ IDEA</a> Community Edition with <a href="https://plugins.jetbrains.com/idea/plugin/1347-scala">Scala plugin</a></li>
<li><a href="http://www.scala-sbt.org/download.html">sbt</a></li>
<li><a href="https://www.postgresql.org/download/">PostgreSQL</a></li>
<li><a href="http://kafka.apache.org/downloads">Apache Kafka</a></li>
<li><a href="https://archive.apache.org/dist/hadoop/common/hadoop-2.7.3/">Apache Hadoop 2.7.3</a> (not <strike>Hadoop 3.0.0-alpha2</strike>)</li>
</ul>
</li>
</ol>
</section>
<section>
<h2>Prerequisities (3 of 3)</h2>
<ol>
<li>Downloaded
<ul>
<li><a href="https://spark.apache.org/downloads.html">Apache Spark</a></li>
<li><a href="https://jdbc.postgresql.org/">PostgreSQL JDBC Driver</a></li>
</ul>
</li>
</ol>
</section>
</section>
<section id="questions" style="text-align: left">
<h1>Questions?</h1>
<p>
<ul>
<li>Read <a href="https://bit.ly/mastering-apache-spark">Mastering Apache Spark 2</a>
<ul>
<li><a href="https://bit.ly/mastering-apache-spark">https://bit.ly/mastering-apache-spark</a></li>
</ul>
</li>
<li>Follow <a href="https://twitter.com/jaceklaskowski">@jaceklaskowski</a> on twitter</li>
<li>Upvote <a href="http://stackoverflow.com/users/1305344/jacek-laskowski">my questions and answers on StackOverflow</a></li>
<li>Use <a href="https://github.com/jaceklaskowski">Jacek's code at GitHub</a></li>
<li>Read <a href="https://medium.com/@jaceklaskowski">blog posts on Medium</a></li>
<li>Upvote <a href="https://www.quora.com/profile/Jacek-Laskowski">my answers on Quora</a></li>
<li>Connect on <a href="https://www.linkedin.com/in/jaceklaskowski/">LinkedIn</a></li>
<li>Visit <a href="https://blog.jaceklaskowski.pl">Jacek Laskowski's blog</a></li>
</ul>
</p>
</section>
</div>
</div>
<script src="lib/js/head.min.js"></script>
<script src="js/reveal.js"></script>
<script>
// Full list of configuration options available at:
// https://github.com/hakimel/reveal.js#configuration
Reveal.initialize({
controls: true,
progress: true,
history: true,
center: true,
transition: 'slide', // none/fade/slide/convex/concave/zoom
// Optional reveal.js plugins
dependencies: [
{ src: 'lib/js/classList.js', condition: function() { return !document.body.classList; } },
{ src: 'plugin/markdown/marked.js', condition: function() { return !!document.querySelector( '[data-markdown]' ); } },
{ src: 'plugin/markdown/markdown.js', condition: function() { return !!document.querySelector( '[data-markdown]' ); } },
{ src: 'plugin/highlight/highlight.js', async: true, condition: function() { return !!document.querySelector( 'pre code' ); }, callback: function() { hljs.initHighlightingOnLoad(); } },
{ src: 'plugin/zoom-js/zoom.js', async: true },
{ src: 'plugin/notes/notes.js', async: true }
]
});
</script>
<script>
(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
})(window,document,'script','//www.google-analytics.com/analytics.js','ga');
ga('create', 'UA-45999426-3', 'auto');
ga('send', 'pageview');
</script>
</body>
</html>