Foundations of Data Science: a 5-Part SEries
This collection of five courses provides a gentle introduction to the field of data science from a conceptual, non-technical level.
Data Science: An Introduction / Foundations of Data Science, Part 1
Data science sits at the intersection of statistics, computer programming, and domain expertise. This non-technical overview introduces the basic elements of data science and how it is relevant to work in the real world.
22 streaming video tutorials
1 hour 40 minutes of instruction
Released 26 July 2016
Data Sourcing / Foundations of Data Science, Part 2
Data science can’t happen without data. That means the first task in any project is to source – that is, to get – the raw materials that you will need. This short course discusses some of the more familiar methods of gathering data and some of the less familiar that are specific to data science.
14 streaming video tutorials
53 minutes of instruction
Released 15 July 2016
Coding / Foundations of Data Science, Part 3
Data science professionals rely on a range of tools, from basic spreadsheets to advanced languages like R and Python. In these videos, we’ll cover the basic elements of the most important tools for data science.
16 streaming video tutorials
1 hour 28 minutes of instruction
Released 18 May 2016
Mathematics / Foundations of Data Science, Part 4
Data science relies on several important aspects of mathematics. In this course, you’ll learn what forms of mathematics are most useful for data science, and see some worked examples of how math can solve important data science problems.
10 streaming video tutorials
52 minutes of instruction
Released 15 June 2016
Statistics / Foundations of Data Science, Part 5
Statistics is distinct from - but critical to - data science. In this non-technical, conceptual overview, you can learn how statistical practices such as data exploration, estimation, and feature selection give data science its power and insight.
15 streaming video tutorials
1 hour 18 minutes of instruction
Released 26 June 2016