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00_agenda-5-days-Apache-Spark-for-Experienced-Oracle-and-SQL-Developers.html
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<!doctype html>
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<meta name="description" content="Workshop Agenda | Apache Spark for Experienced Oracle and SQL Developers | 5 days">
<meta name="author" content="Jacek Laskowski">
<title>Workshop Agenda | Apache Spark for Experienced Oracle and SQL Developers | 5 days</title>
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<img width="5%" style="background:none; border:none; box-shadow:none;" data-src="images/scala-logo.png">
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<h1 style="font-size: 2.66em">Apache Spark™ and Scala <br>for Experienced Oracle and SQL Developers <small>5 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 />
Books: <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>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
<section>
<section id="speaker">
<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</li>
<li>Specializing in <b>Spark</b>, Kafka, Kafka Streams, Scala</li>
<li>Development | Consulting | Training</li>
<li>Among contributors to <a href="http://spark.apache.org/releases/spark-release-2-2-0.html#credits">Spark</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>jacek@japila.pl</b></li>
<li>Follow <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> on twitter <br> for more <b>#ApacheSpark</b></li>
</ul>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
<section id="gitbooks">
<p>
<img width="15%" src="images/jacek_laskowski_20141201_512px.png" style="border: 0">
</p>
Jacek is best known by his <b>Gitbooks</b>:
<ol>
<li><a href="https://bit.ly/mastering-apache-spark">Mastering Apache Spark</a></li>
<li><a href="https://bit.ly/mastering-spark-sql">Mastering Spark SQL</a></li>
<li><a href="https://bit.ly/spark-structured-streaming">Spark Structured Streaming</a></li>
<li><a href="https://bit.ly/mastering-kafka-streams">Mastering Kafka Streams</a></li>
<li><a href="https://bit.ly/mastering-apache-kafka">Apache Kafka Notebook</a></li>
</ol>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
<section id="stackoverflow" data-markdown>
<script type="text/template">
<div style="text-align: center">
<p>
<a href="http://stackoverflow.com/users/1305344/jacek-laskowski">StackOverflow</a>
</p>
<p>
<img width="60%" src="images/jaceklaskowski-stackoverflow-stats.png" style="border: 0">
</p>
</div>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</script>
</section>
</section>
<section id="goal" data-markdown>
<script type="text/template">
# Goal
<p>
Building a practical and hands-on experience in<br />
<b><span style="font-size: 140%">Scala</span></b> and <b><span style="font-size: 140%">Apache Spark™</span></b><br />
(mostly Spark SQL and Spark MLlib)<br />
for advanced Oracle and SQL developers
</p>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</script>
</section>
<section>
<section id="agenda">
<h2>Agenda</h2>
<ul>
<li><a href="#/day1">Day 1</a> — Just Enough Scala (with IntelliJ IDEA)</li>
<li><a href="#/day2">Day 2</a> — Foundations of Spark SQL</li>
<li><a href="#/day3">Day 3</a> — Aggregations and Joins</li>
<li><a href="#/day4">Day 4</a> — Advanced Apache Spark and Monitoring</li>
<li><a href="#/day5">Day 5</a> — Advanced Spark SQL and Spark MLlib</li>
</ul>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
<section id="day1">
<h2 style="font-size: 70px;">Day 1 — Just Enough Scala <br> <small>With IntelliJ IDEA</small></h2>
<ol>
<li><a href="02_scala.html">Scala — Just Enough to Develop Spark Applications</a>
<ul>
<li>Getting familiar with the syntax and <b>Scala REPL</b></li>
<li><b>sbt console</b></li>
</ul>
</li>
<li>My First Scala Standalone Application
<ul>
<li><b>IntelliJ IDEA</b>, <b>sbt package</b> and <b>spark-submit</b></li>
</ul>
</li>
<li>Running Scala applications using <b>java -jar</b>
<ul>
<li><a href="https://github.com/sbt/sbt-assembly">sbt-assembly</a> plugin</li>
</ul>
</li>
<li><b>Example</b>: Changing column names in Dataset
<ul>
<li><b>Seq.foldLeft</b> and <a href="http://spark.apache.org/docs/latest/api/scala/index.html#org.apache.spark.sql.Dataset">Dataset.withColumnRenamed</a></li>
</ul>
</li>
</ol>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
<section id="day2" data-markdown>
<script type="text/template">
## Day 2 — Foundations of Spark SQL
1. [Spark SQL](spark-sql.html)
1. [Columns and Dataset Operators](spark-sql-columns-and-dataset-operators.html)
1. [Standard and User-Defined Functions](spark-sql-standard-functions-udfs.html)
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</script>
</section>
<section id="day3" data-markdown>
<script type="text/template">
## Day 3 — Aggregations and Joins
1. [Basic Aggregation](spark-sql-basic-aggregation.html)
1. [Joins](spark-sql-joins.html)
1. [Windowed Aggregation](spark-sql-windowed-aggregation.html)
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</script>
</section>
<section id="day4" data-markdown>
<script type="text/template">
## Day 4 — Advanced Apache Spark and Monitoring
1. [The Core of Apache Spark](spark-core.html)
1. [web UI](spark-core-webui.html)
1. [Spark and Cluster Managers](spark-core-spark-and-cluster-managers.html)
1. [Spark History Server](12_SparkCore-Spark-History-Server.html)
1. [Spark SQL Exercises](spark-sql-exercises.html)
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</script>
</section>
<section id="day5" data-markdown>
<script type="text/template">
## Day 5 — Advanced Spark SQL and Spark MLlib
1. [The Internals of Structured Query Execution](spark-sql-internals-of-structured-query-execution.html)
1. [Join Optimization With Bucketing](spark-sql-bucketing.html)
1. [Spark SQL Exercises](spark-sql-exercises.html)
1. [Machine Learning with Spark MLlib](spark-mllib.html)
1. [ML Pipelines](spark-mllib-ml-pipelines.html)
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</script>
</section>
</section>
<section>
<section id="prerequisities">
<h1>Prerequisities</h1>
<h4>Be prepared to get the most out of the workshop</h4>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
<section>
<h2 style="font-size: 1.88em">Prerequisities / Programming Experience</h2>
<p>
Some programming experience using modern programming language, e.g. Scala, Python, Java, F#
</p>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
<section>
<h2>Prerequisities / To Be Installed</h2>
<ol>
<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 <b>Scala plugin</b></li>
<li><a href="http://www.scala-sbt.org/download.html">sbt</a></li>
</ol>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
<section>
<h2>Prerequisities / To Be Downloaded</h2>
<ol>
<li>The latest version of <a href="https://spark.apache.org/downloads.html">Apache Spark</a></li>
</ol>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
</section>
<section>
<section id="in-da-clazz">
<h1>In-Class Preparations</h1>
<h4>Make Instructor's Life Slightly Easier. Thanks!</h4>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
<section>
<h2>Introduce Yourself</h2>
<ol>
<li>First name</li>
<li>What do you expect from the workshop?</li>
<li>Where do you want to be with Spark after 5 days?</li>
</ol>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
<section>
<h2>Addendum</h2>
<ol>
<li>Write down your name on paper and put it in front of you (stick to your laptop?)</li>
<li>Is lunch at <b>12:45pm</b> OK?</li>
</ol>
<footer style="font-size: small;">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
</section>
</section>
<section style="text-align: left" data-markdown id="questions">
<script type="text/template">
# Questions?
* Read [Mastering Apache Spark](http://bit.ly/mastering-apache-spark)
* [http://bit.ly/mastering-apache-spark](http://bit.ly/mastering-apache-spark)
* Read [Mastering Spark SQL](https://bit.ly/mastering-spark-sql)
* [https://bit.ly/mastering-spark-sql](https://bit.ly/mastering-spark-sql)
* Follow [@jaceklaskowski](https://twitter.com/jaceklaskowski) on twitter
* Upvote [my questions and answers on StackOverflow](http://stackoverflow.com/users/1305344/jacek-laskowski)
<footer style="font-size: small; text-align: center">©<a href="https://medium.com/@jaceklaskowski">Jacek Laskowski</a> 2018 / <a href="https://twitter.com/jaceklaskowski">@JacekLaskowski</a> / jacek@japila.pl</footer>
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