Relations between special mathematical functions and computational physics are discussed, needs and opportunities are presented, and a reference book with CD-ROM, the Atlas,for Computing Mathematical Functions (Wiley, 1997), is described. Future advances in visualizing and computing special functions are outlined. (C) 2001 Elsevier Science B.V. All rights reserved.