Overview of data science. The elements of a data science project. Exploratory data analysis. Data preparation/munging. Data visualization. Machine learning. Workflow, reproducibility and productivity.
Slides here.
Foster Provost, Tom Fawcett: Data Science for Business, Ch. 2 (pp. 26-41)
Sean Kandel, Andreas Paepcke, Joseph M. Hellerstein, and Jeffrey Heer: Enterprise Data Analysis and Visualization: An Interview Study