Data Science in Focus
Tooling and Lab Practice
The Data Scientist’s Lab Workbench
Data Science In Focus
Defining Data Science
What Is Data Science?
A Brief History of Data Science
Where Data Science Fits in Technology Organizations
Data Science as Applied Systems Science
The Data Scientists
A Refined Venn Diagram of Data Science
The T-Model of Skill Development
Data Science as a Team Sport
Research Management and Process
Managing Data Science Through Research Programs
The Scientific Method in Data Science
Using the Capability Maturity Model in Data Science
Tooling and Lab Practice
The Data Scientist’s Lab Workbench
Documentation and Knowledge Repositories
Statistical Thinking
Probability and Statistical Inference
Tooling and Lab Practice
The Data Scientist’s Lab Workbench
The Data Scientist’s Lab Workbench
(SQL as data collection, Python as instrumentation, Jupyter/Markdown/Quarto as lab notebooks.)
Using the Capability Maturity Model in Data Science
Documentation and Knowledge Repositories