Execute the following command
tar -zxvf archive.tar.gz
This command will extract the contents of the archive.tar.gz file in the current directory
The options -zxvf mean the following
-z = filter the archive through gzip -x = extract files from an archive -v = verbose -f = use archive file or device ARCHIVE