The document outlines the tasks involved in administering a Hadoop cluster, including installing and configuring Hadoop in Linux, tuning the cluster and MapReduce routines, backing up data and ensuring high availability of the NameNode. Additional responsibilities are monitoring and maintaining cluster health, HDFS and security, managing logs and resources, troubleshooting errors, deploying new hardware/software, and adding and maintaining user accounts.