The links below will enable you to view the slides and demos as well as the assignment notebooks in your browser. If you’d like to edit and execute the notebooks yourself, follow these instructions to install the course software and download all the notebooks onto your own computer.

Introduction
1/21 Introduction
Lecture: Slides, Demo,
Reading: 1
lab01
1/23 Cause and Effect
Lecture: Slides,
Reading: 2
Data, Tables, and Graphs in Python
1/28 Tables
Lecture: Slides, Demo,
Reading: 5.0
lab02
1/30 Data Types, Columns and Rows
Lecture: Slides, Demo,
Reading: 4, 5.1, 5.2
2/4 Census and Charts
Lecture: Slides, Demo,
Reading: 5.3, 5.4, 6.0, 6.1
2/6 Histograms
Lecture: Slides, Demo,
Reading: 6.2, 6.3
2/11 Functions
Lecture: Slides, Demo,
Reading: 7.0, 7.1
2/13 Group, Pivot, and Join
Lecture: Slides, Demo,
Reading: 7.2, 7.3, 7.4, 7.5
2/18 Table Methods, Maps, Conditionals
Lecture: Slides, Demo,
Reading: 7.5, 8.0
Distributions and Random Sampling
2/20 Conditionals, Control, Randomness
Lecture: Slides, Demo,
Reading: 8.1, 8.2
2/27 Monty Hall, Probability
Lecture: Slides, Demo,
Reading: 8.3, 8.4
Prelim 1 - 02/27/2020 - Goldwin-Smith G64
3/2 Probability and Sampling
Lecture: Slides, Demo,
Reading: 8.5, 9.0, 9.1
3/5 Estimation
Lecture: Slides, Demo,
Reading: 9.0, 9.1, 9.2, 9.3
3/10 Simulation
Lecture: Slides, Demo,
Reading: 10, 10.1
Hypothesis Testing
3/12 Hypothesis Testing
Lecture: Slides, Demo,
Reading: 10, 10.1, 10.2
4/7 Hypothesis Testing and Error Probabilities
Lecture: Slides, Demo,
Reading: 10.3
4/9 Percentiles and Bootstrap
Lecture: Slides, Demo,
Reading: 11.0, 11.1, 11.2
4/14 Confidence Intervals
Lecture: Slides, Demo,
Reading: 11.3, 11.4
The Normal Distribution
4/16 Center and Spread
Lecture: Slides, Demo,
Reading: 12, 12.1, 12.2
4/21 The Normal Distribution
Lecture: Slides, Demo,
Reading: 12.3, 12.4
4/23 Designing Experiments
Lecture: Slides, Demo,
Reading: 12.5, 12.6
Regression
4/28 Correlation
Lecture: Slides, Demo,
Reading: 13, 13.1
4/30 Linear Regression
Lecture: Slides, Demo,
Reading: 13.2, 13.3, 13.4
5/5 Residuals
Lecture: Slides, Demo,
Reading: 13.5, 13.6
Classification
5/7 Classification
Lecture: Slides, Demo,
Reading: 15, 15.1, 15.2, 15.3, 15.4, 15.5
Course Conclusion
5/12 Course Wrap Up
Lecture: Slides,