Compressed Archive Syntax:

tar -zcvf archive_name.tar.gz directory_or_file_to_compress

DeCompress (Extract) Archive Syntax:

tar -zxvf archive_name.tar.gz

see also

search terms
linux tar.gz files, linux extract tar.gz, linux zip files, how to compress files on linux