SciPy 2012, the eleventh annual Scientific Computing with Python conference, was held this July in Austin, Texas. SciPy is a community dedicated to the advancement of scientific computing through open source Python software for mathematics, science, and engineering. The annual SciPy Conference allows participants from both academic and commercial organizations to showcase their latest projects, learn from skilled users and developers, and collaborate on code development.