A couple options:

(1) You can start locally by downloading Spark to your laptop:
http://spark.apache.org/downloads.html , then jump into the Quickstart docs:
http://spark.apache.org/docs/latest/quick-start.html

(2) There is a free Databricks community edition that runs on AWS:
https://databricks.com/try-databricks .  The databricks docs are publicly
available and have tutorial notebooks:
https://docs.cloud.databricks.com/docs/latest/databricks_guide/index.html

If you want to run it on a several node cluster for bigger data, it's pretty
easy through the AWS console to spin up an Elastic MapReduce cluster with
Spark pre-installed, but you'll need to sign up for an AWS account.



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