How do I use a make file or compile the source codes for open source software?

I really like using open source software (OSS). However, often times there are no binaries, precompiled installation programs or the executable program itself. Instead the sources, the files that contain the module files or the source codes, are provided with a few files called "make files". How do I use a "make file" or compile the source codes for OSS?