Just remember both SDRAM and DDR SDRAM modules are both DIMMs.
The term means Dual Inline Memory Module, and both Regular Clocked SDRAM and DDR SDRAM come in that form. The SDRAM is 168pin the DDR is 184.
And yes any athlon will work with either, just make sure you have the right board.