.tar, .gzzzzzz, RPM YUM(my?)

[Donald &/or Mila Trombley]

I am puzzled as to what these formats  ( *.gz, *.tar, RPM, and TAR) are, 
AND,  what they are for, and, how to utilize them.....

Thanks,
Don.