Example Calendar

The notebooks on this page can be viewed in other platforms(e.g. Colab, JupyterLite, or CodeSpaces) Click here for the links.

Reference Notebooks: DataScience To Pandas

Slides and Discussion/Lab Worksheets: These are all located in the private repository for data 8. If you need access please contact: sean.smorris@berkeley.edu

Week Lecture Number Date Topic Lecture Reading Lab Worksheets Assignment
Week 1 1 Wed 01/19 Introduction Slides, Demos, Video 1.1, 1.2, 1.3
Lab 01 Worksheet
2 Fri 01/21 Cause and Effect Slides, Video 2
Homework 01 (Due Thu 01/27)
Week 2 3 Mon 01/24 Tables Slides, Demos, Video 3
Lab 02 Worksheet
4 Wed 01/26 Data Types Slides, Demos, Video 4, 5
5 Fri 01/28 Building Tables Slides, Demos, Video 6.1, 6.2
Homework 02 (Due Thu 02/03)
Week 3 6 Mon 01/31 Census Slides, Demos, Video 6.3, 6.4
Lab 03 Worksheet
7 Wed 02/02 Charts Slides, Demos, Video 7, 7.1
8 Fri 02/04 Histograms Slides, Demos, Video 7.2, 7.3
Homework 03 (Due Thu 02/10)
Week 4 9 Mon 02/07 Functions Slides, Demos, Video 8, 8.1
Lab 04 Worksheet
10 Wed 02/09 Groups Slides, Demos, Video 8.2, 8.3
11 Fri 02/11 Pivots and Joins Slides, Demos, Video 8.4
Homework 04 (Due Thu 02/17)
(Due Fri 02/25; Checkpoint Fri 02/18)
Week 5 12 Mon 02/14 Table Examples Slides, Demos, Video 8.5
Project 1 Lab Worksheet
Lab: Project 1
13 Wed 02/16 Conditionals and Iteration Slides, Demos, Video 9, 9.1, 9.2
14 Fri 02/18 Chance Slides, Demos, Video 9.2, 9.3, 9.4
Homework 05 (Due Thu 02/24)
Week 6 0 Mon 02/21 Holiday: No class
Lab 05 Worksheet
15 Wed 02/23 Sampling Slides, Demos, Video 9.5, 10
16 Fri 02/25 Models Slides, Demos, Video 10.2, 10.3, 10.4
Homework 06 (Due Thu 03/03)
Week 7 17 Mon 02/28 Comparing Distributions Slides, Demos, Video 11.1, 11.2
Lab 06 Worksheet
18 Wed 03/02 Decisions and Uncertainty Slides, Demos, Video 11.3, 11.4
Homework 07 (Due Thu 03/10)
19 Fri 03/04 A/B Testing Slides, Demos, Video 11.4, 12.1
Week 8 20 Mon 03/07 Causality Slides, Demos, Video 12.2
Midterm Lab Worksheet
Lab: Midterm Review
21 Wed 03/09 Examples Slides, Demos, Video 12.3
22 Fri 03/11 Midterm Review Slides, Video
Midterm (7 PM - 9 PM)
Week 9 23 Mon 03/14 Confidence Intervals Slides, Demos, Video 13, 13.1, 13.2
Lab 07 Worksheet
24 Wed 03/16 Interpreting Confidence Slides, Demos, Video 13.3, 13.4
25 Fri 03/18 Center and Spread Slides, Demos, Video 14, 14.1, 14.2
Homework 08 (Due Thu 03/31)
Week 10 0 Mon 03/21 Holiday: No class
0 Wed 03/23 Holiday: No class
0 Fri 03/25 Holiday: No class
Week 11 26 Mon 03/28 The Normal Distribution Slides, Demos, Video 14.3, 14.4
Lab 08 Worksheet
27 Wed 03/30 Sample Means Slides, Demos, Video 14.5
28 Fri 04/01 Designing Experiments Slides, Demos, Video 14.6
Homework 09 (Due Thu 04/07)
(Due Fri 04/15; Checkpoint Fri 04/08)
Week 12 29 Mon 04/04 Correlation Slides, Demos, Video 15, 15.1
Project 2 Lab Worksheet
Lab: Project 2
30 Wed 04/06 Linear Regression Slides, Demos, Video 15.2
31 Fri 04/08 Least Squares Slides, Demos, Video 15.3, 15.4
Homework 10 (Due Thu 04/14)
Week 13 32 Mon 04/11 Residuals Slides, Demos, Video 15.5, 15.6
Lab 09 Worksheet
33 Wed 04/13 Regression Inference Slides, Demos, Video 16
34 Fri 04/15 Privacy (Guest Lecture) Slides, Video
Homework 11 (Due Fri 04/22)
(Due Fri 04/29; Checkpoint Mon 04/25)
Week 14 35 Mon 04/18 Classification Slides, Demos, Video 17, 17.1, 17.2, 17.3
Project 3 Lab Worksheet
Lab: Project 3
36 Wed 04/20 Classifiers Slides, Demos, Video 17.4
37 Fri 04/22 Updating Probabilities Slides, Demos, Video 18
Homework 12 (Due Thu 04/28)
Week 15 38 Mon 04/25 Case Study: Health Slides, Demos, Video
Lab 10 Worksheet
39 Wed 04/27 Case Study: Education Slides, Demos, Video
40 Fri 04/29 Conclusion Slides, Video
0 Tue 05/10 Final Exam
Final (3 PM - 6 PM)