Mon 2/1 |
Introduction |
demos/lec01, MyBinder, slides |
Chapter 1.1, 1.2, 1.3 |
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Wed 2/3 |
Cause and Effect |
slides |
Chapter 2 |
Practice 01: Expressions |
Fri 2/5 |
Tables |
demos/lec03, MyBinder, slides |
Chapter 3 |
Assignment 00 (Due Mon 2/8), Assignment 00 pdf Assignment 01 (Due Thu 2/11), Assignment 01 pdf |
Mon 2/8 |
Data Types |
demos/lec04, MyBinder, slides |
Chapters 4, 5 |
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Wed 2/10 |
Building Tables |
demos/lec05, MyBinder, slides |
6.1, 6.2 |
Practice 02: Types & Sequences |
Fri 2/12 |
Census |
demos/lec06, MyBinder, slides |
6.3, 6.4 |
Assignment 02 (Due Thu 2/18), Assignment 02 pdf |
Mon 2/15 |
Charts |
demos/lec07, MyBinder, MyBinder covid example,slides |
7, 7.1 |
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Wed 2/17 |
Histograms |
demos/lec08, MyBinder, MyBinder covid example, slides |
7.2, 7.3 |
Practice 03: Arrays & Tables |
Fri 2/19 |
Functions |
demos/lec09, MyBinder, slides |
8, 8.1 |
Assignment 03 (Due Thu 2/25), Assignment 03 pdf |
Mon 2/22 |
Break day |
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Wed 2/24 |
Groups |
demos/lec10, MyBinder, slides |
8.2, 8.3 |
Practice 04: Histograms & Functions |
Fri 2/26 |
Joins |
demos/lec11, MyBinder, slides |
8.4, 8.5 |
Assignment 04 (Due Thu 3/4), Assignment 04 pdf Project 1: World Progress (Checkpoint Fri 3/5; Due Fri 3/12) MyBinder Project 1 pdf |
Mon 3/1 |
Table Examples |
demos/lec12, MyBinder, slides |
8.5 |
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Wed 3/3 |
Iteration |
demos/lec13, MyBinder, slides |
9, 9.1, 9.2, 9.3 |
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Fri 3/5 |
Chance |
demos/lec14, MyBinder, slides |
9.4, 9.5 |
Assignment 05 (Due Thu 3/11), Assignment 05 pdf MyBinder Project 1 checkpoint |
Mon 3/8 |
Sampling |
demos/lec15, MyBinder, slides |
9.4 10, 10.1, 10.2 |
Practice 04b: Table manipulation |
Wed 3/10 |
Models |
demos/lec16, MyBinder, slides |
10.3, 11.1 |
Practice 05: Sampling |
Fri 3/12 |
Comparing Distributions |
demos/lec17, MyBinder, slides |
11.1, 11.2 |
Assignment 06 (Due Thu 3/18) Assignment 06 pdf MyBinder Project 1 due |
Mon 3/15 |
Decisions and Uncertainty |
demos/lec18, MyBinder, slides |
11.3 |
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Wed 3/17 |
A/B Testing |
demos/lec19, MyBinder, slides |
12.1, 12.2 |
Practice 06: Assessing Models |
Fri 3/19 |
Causality |
demos/lec20, MyBinder, slides |
12.3 |
Assignment 07 (Due Thu 4/1), Assignment 07 pdf MyBinder Practice midterm (sample solutions) Study sheet |
Mon 3/22 |
Examples |
slides |
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Midterm Review Practice midterm 2, solutions |
Wed 3/24 |
Break day |
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Fri 3/26 |
Midterm |
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Midterm sample solutions |
Mon 3/29 |
Confidence Intervals |
demos/lec23, MyBinder, slides |
13, 13.1, 13.2 |
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Wed 3/31 |
Interpreting Confidence |
demos/lec24, MyBinder, slides |
13.3, 13.4 |
Practice 07: Bootstrap |
Fri 4/2 |
Center and Spread |
demos/lec25, MyBinder, slides |
14, 14.1, 14.2 |
Assignment 08 (Due Mon 4/12) Assignment 08 pdf MyBinder Project 2: Diet & Disease (Checkpoint Fri 4/9; Due Fri 4/16) MyBinder, Project 2 pdf |
Mon 4/5 |
The Normal Distribution |
demos/lec26, MyBinder, slides |
14.3, 14.4 |
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Wed 4/7 |
Sample Means |
demos/lec27, MyBinder, slides |
14.5 |
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Fri 4/9 |
Designing Experiments |
demos/lec28, MyBinder, slides |
14.6 |
Assignment 09 (Due Thu 4/15) Assignment 09 pdf MyBinder Project 2 checkpoint |
Mon 4/12 |
Correlation |
demos/lec29, MyBinder, slides |
15, 15.1 |
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Wed 4/14 |
Linear Regression |
demos/lec30, MyBinder, slides |
15.2 |
Practice 08: Correlation |
Fri 4/16 |
Least Squares |
demos/lec31, MyBinder, slides |
15.3, 15.4 |
Assignment 10 (Due Thu 4/22) Assignment 10 pdf MyBinder Project 2 due Project 3: Classifying Movies (Checkpoint 4/26; Due Fri 4/30) MyBinder Project 3 pdf |
Mon 4/19 |
Residuals |
demos/lec32, MyBinder, slides |
15.5, 15.6 |
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Wed 4/21 |
Regression Inference |
demos/lec33, MyBinder, slides |
Chapter 16 |
Practice 09: Regression |
Fri 4/23 |
Break day |
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Mon 4/26 |
Classification |
demos/lec34, MyBinder, slides |
17, 17.1, 17.2, 17.3 |
Assignment 11 (Due Thu 5/6) Assignment 11 pdf MyBinder Project 3 checkpoint |
Wed 4/28 |
Classifiers |
demos/lec35, MyBinder, slides |
17.4 |
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Fri 4/30 |
Multiple Regression |
demos/lec36, MyBinder, slides |
17.6 |
Project 3 due
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Mon 5/3 |
Decisions |
demos/lec37, MyBinder, slides |
Chapter 18 |
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Wed 5/5 |
pandas |
demos/lec38, MyBinder |
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Assignment 11 due 5/6 |
Fri 5/7 |
Review |
slides |
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Practice final exam, Practice final exam solutions final study sheet |