Hadoop is a platform for performing distributed computing. That's easy enough to understand, right? There are some add-ons for things such as distributed file storage and distributed database access, but at the heart of it, Hadoop is a processing platform that partitions the work across multiple machines in a cluster.
Read this post for setting it up.
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