This short course is designed as an intensive curriculum aimed at early career researchers who want to get started in data-driven research. Full-day lectures will cover topics ranging from: data acquisition, data preprocessing, exploratory data analysis, descriptive data analysis, data analysis tools and techniques, visualization and communication, ethical issues in data science, reproducibility and repeatability, and understanding of domain/context.