Note: This schedule may be updated as the semester progresses.
Due dates for the exams and project will not be changed.
Updated and effective as of 03-23-20
Week |
Date |
Lesson |
Slides |
Reading |
Lab |
AE |
HW |
Exam |
Project |
Week 1 |
Thu, Jan 09 |
Welcome to data science |
|
|
|
|
|
|
|
|
Fri, Jan 10 |
Lab 00 |
|
|
|
|
|
|
|
Week 2 |
Tue, Jan 14 |
Meet the toolkit |
|
|
|
|
|
|
|
|
Thu, Jan 16 |
Fundamentals of data and data visualization |
|
|
|
|
|
|
|
|
Fri, Jan 17 |
Lab 01 |
|
|
|
|
|
|
|
Week 3 |
Tue, Jan 21 |
R workshop |
|
|
|
|
|
|
|
|
Thu, Jan 23 |
Tidy data and data wrangling |
|
|
|
|
|
|
|
|
|
Homework 1 assigned |
|
|
|
|
|
|
|
|
Fri, Jan 24 |
Lab 02 |
|
|
|
|
|
|
|
Week 4 |
Tue, Jan 28 |
Spatial data wrangling and visualization |
|
|
|
|
|
|
|
|
Thu, Jan 30 |
Effective data visualization |
|
|
|
|
|
|
|
|
|
Homework 1 due |
|
|
|
|
|
|
|
|
Fri, Jan 31 |
Lab 03 |
|
|
|
|
|
|
|
Week 5 |
Tue, Feb 04 |
Confounding variables and Simpson's paradox |
|
|
|
|
|
|
|
|
Thu, Feb 06 |
Data types and code style |
|
|
|
|
|
|
|
|
|
Homework 2 assigned |
|
|
|
|
|
|
|
|
Fri, Feb 07 |
Lab 04 |
|
|
|
|
|
|
|
Week 6 |
Tue, Feb 11 |
Functions and automation |
|
|
|
|
|
|
|
|
Thu, Feb 13 |
Text data analysis |
|
|
|
|
|
|
|
|
|
Homework 2 due |
|
|
|
|
|
|
|
|
Fri, Feb 14 |
R workshop |
|
|
|
|
|
|
|
|
|
Exam 1 assigned |
|
|
|
|
|
|
|
Week 7 |
Tue, Feb 18 |
Language of models |
|
|
|
|
|
|
|
|
|
Exam 1 due |
|
|
|
|
|
|
|
|
Thu, Feb 20 |
Formalizing linear models |
|
|
|
|
|
|
|
|
Fri, Feb 21 |
Lab 05 |
|
|
|
|
|
|
|
Week 8 |
Tue, Feb 25 |
Introduction to multiple regression |
|
|
|
|
|
|
|
|
Thu, Feb 27 |
Model selection |
|
|
|
|
|
|
|
|
|
Homework 3 assigned |
|
|
|
|
|
|
|
|
Fri, Feb 28 |
Lab 06 |
|
|
|
|
|
|
|
Week 9 |
Tue, Mar 03 |
Classification |
|
|
|
|
|
|
|
|
Thu, Mar 05 |
Estimation via bootstrap part I |
|
|
|
|
|
|
|
|
|
Homework 3 due |
|
|
|
|
|
|
|
|
Fri, Mar 06 |
Lab 07 |
|
|
|
|
|
|
|
Week 10 |
Tue, Mar 10 |
No lecture - Spring Break |
|
|
|
|
|
|
|
|
Thu, Mar 12 |
No lecture - Spring Break |
|
|
|
|
|
|
|
|
Fri, Mar 13 |
No lab - Spring Break |
|
|
|
|
|
|
|
Week 11 |
Tue, Mar 17 |
No lecture |
|
|
|
|
|
|
|
|
Thu, Mar 19 |
No lecture |
|
|
|
|
|
|
|
|
Fri, Mar 20 |
No lab |
|
|
|
|
|
|
|
Week 12 |
Tue, Mar 24 |
Estimation via bootstrap part II |
|
|
|
|
|
|
|
|
Thu, Mar 26 |
Simulation-based hypothesis testing part I |
|
|
|
|
|
|
|
|
Fri, Mar 27 |
Project introduction |
|
|
|
|
|
|
|
Week 13 |
Tue, Mar 31 |
Simulation-based hypothesis testing part II |
|
|
|
|
|
|
|
|
Thu, Apr 02 |
Sampling distributions and CLT |
|
|
|
|
|
|
|
|
|
Homework 4 assigned |
|
|
|
|
|
|
|
|
Fri, Apr 03 |
Lab 08 |
|
|
|
|
|
|
|
Week 14 |
Tue, Apr 07 |
CLT-based inference |
|
|
|
|
|
|
|
|
Thu, Apr 09 |
Inference for regression |
|
|
|
|
|
|
|
|
|
Homework 4 due |
|
|
|
|
|
|
|
|
Fri, Apr 10 |
Lab 09 |
|
|
|
|
|
|
|
Week 15 |
Tue, Apr 14 |
Web scraping |
|
|
|
|
|
|
|
|
Thu, Apr 16 |
R Shiny |
|
|
|
|
|
|
|
|
Fri, Apr 17 |
Project workshop |
|
|
|
|
|
|
|
|
|
Exam 2 assigned |
|
|
|
|
|
|
|
Week 16 |
Tue, Apr 21 |
Project workshop |
|
|
|
|
|
|
|
|
|
Exam 2 due |
|
|
|
|
|
|
|
Week 17 |
Wed, Apr 29 |
Project due |
|
|
|
|
|
|
|