Spark和Scala的网络资源汇集

Spark和Scala的网络资源汇集

作者：chszs，未经博主允许不得转载。经许可的转载需注明作者和博客主页：http://blog.csdn.net/chszs

本文的目的是为Spark和Scala初学者提供一些学习资源。

1、Github上的Scala Workshop

https://github.com/airisdata/scalaworkshop

2、Setup资源

下载Scala 2.11.8： http://www.scala-lang.org/download/

下载Apache Spark 1.6.1： http://spark.apache.org/downloads.html

3、Scala安装

http://www.scala-lang.org/download/install.html

4、Setup

首先确保本地安装了Java 7或Java 8环境，再下载Scala 2.11.8、SBT以及Spark，最好是再安装Maven。

5、解决本地Spark的问题

export SPARK_MASTER_IP=127.0.0.1
export SPARK_LOCAL_IP=127.0.0.1
export SCALA_HOME=~/Downloads/scala-2.10.6
export PATH=$PATH:$SCALA_HOME/bin

对于Windows系统，使用SET命令代替EXPORT。

6、书籍

Learning Spark： http://www.amazon.com/Learning-Spark-Lightning-Fast-Data-Analysis/dp/1449358624

Scala by Example by Odersky： http://www.scala-lang.org/docu/files/ScalaByExample.pdf

Scala Overview by Odersky： http://www.scala-lang.org/docu/files/ScalaOverview.pdf

Programming in Scala, First Edition by Odersky： http://www.artima.com/pins1ed/

Structure and Interpretation of Computer Programs： http://mitpress.mit.edu/sicp/full-text/book/book.html

Scala for the Impatient： http://www.amazon.com/Scala-Impatient-Cay-S-Horstmann/dp/0321774094

Programming Scala： http://www.amazon.com/Programming-Scala-Scalability-Functional-Objects/dp/0596155956

Scala-Lang官网给出的书籍列表： http://www.scala-lang.org/documentation/books.html

Advanced Analytics with Spark： http://www.amazon.com/Advanced-Analytics-Spark-Patterns-Learning/dp/1491912766

Spark Cookbook： http://www.amazon.com/Spark-Cookbook-Rishi-Yadav/dp/1783987065

7、在线指南

Scala for Java Programmers： http://docs.scala-lang.org/tutorials/scala-for-java-programmers.html

Scala Tutorial： http://www.scala-lang.org/docu/files/ScalaTutorial.pdf

Effective Scala (Twitter)： http://twitter.github.io/effectivescala/

Scala Tour： http://www.scala-tour.com/#/welcome

8、E-Books

Books at Lightbend (Typesafe)： http://www.lightbend.com/resources/e-books

AtomicScala (sample)： http://www.atomicscala.com/free-sample/

9、Scala Koans/Exercises

Scala Exercises： http://scala-exercises.47deg.com/

Scala Koans： http://www.scalakoans.org/

10、资源

Scala Roundup for Java Engineers： http://www.codecommit.com/blog/scala/roundup-scala-for-java-refugees

Scala Info at StackOverflow： http://stackoverflow.com/tags/scala/info

Scala Cheetsheats： http://docs.scala-lang.org/cheatsheets/

Scala Notes： http://aperiodic.net/phil/scala/s-99/

Cake Solutions Blog： http://www.cakesolutions.net/teamblogs

Scala School (Twitter)： https://twitter.github.io/scala_school/

Functional Programming in Scala： http://nerd.kelseyinnis.com/blog/2013/01/07/resources-for-getting-started-with-functional-programming-and-scala/

How to Learn Scala： http://blog.codacy.com/2015/07/03/how-to-learn-scala/#gs.GX=delw

Scala Lang Overviews： http://docs.scala-lang.org/overviews/

Learning Scala in Small Bites： http://matt.might.net/articles/learning-scala-in-small-bites/

11、Scala在线免费课程

Functional Programming with Scala: https://www.coursera.org/course/progfun

Reactive Programming with Scala: https://www.coursera.org/course/reactive

12、Spark在线免费课程

Big Data Analysis with Spark: https://www.edx.org/course/big-data-analysis-spark-uc-berkeleyx-cs110x

Distributed Machine Learning with Spark: https://www.edx.org/course/distributed-machine-learning-spark-uc-berkeleyx-cs120x

Introduction to Spark: https://www.coursera.org/learn/hadoop/lecture/9cq0R/introduction-to-apache-spark

Spark Fundamentals: http://bigdatauniversity.com/courses/spark-fundamentals/

Data Science / Engineering Spark: https://www.edx.org/xseries/data-science-engineering-spark

CS100: https://courses.edx.org/courses/BerkeleyX/CS100.1x/1T2015/

CS190: https://courses.edx.org/courses/BerkeleyX/CS190.1x/1T2015/