Overview of data science. The elements of a data science project. Overview of tools (R/Python, databases, machine learning libraries, big data tools, workflow/reproducibility etc)
Slides here.
Sean Kandel, Andreas Paepcke, Joseph M. Hellerstein, and Jeffrey Heer: Enterprise Data Analysis and Visualization: An Interview Study