Machine design is the process of creating and improving machines. It involves selecting appropriate materials based on their physical and mechanical properties, and designing machine parts to withstand forces without failing while minimizing production costs. Key considerations include avoiding stress concentrations from abrupt changes in geometry, providing generous radii to reduce stresses, and not locating weakening features like holes in highly stressed areas.