Example Calendar
This page offers links to specific notebooks in the following notebook rendering platforms: JupyterHub, Colab, and CodeSpace. See the Demo Hub, Colab, and CodeSpace columns in the table below.
The HTML Notebooks column offers a non-interactive version of the notebook for quick viewing.
You can also view the entire repository of notebooks (rather than one at a time) on these platforms:
Jupyterlite (or Jupyterlite(No Footprint)): This is a browser-based, serverless, no authentication needed instance of JupyterLab. The no-footprint version of these notebooks loads external data files and images from a public url as opposed to storing the external files in the repository.
CodeSpace: This environment is offered via GitHub and can be accessed here. The README file explains in detail how to use this environment. Individual links to each assignment in the table below will open a CodeSpace as well as open the notebook.
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
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Week 1
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1
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Wed 01/19
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Introduction
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Slides, Demos, Video
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1.1, 1.2, 1.3
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Lab 01 Worksheet
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Lab 01: Expressions |
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2
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Fri 01/21
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Cause and Effect
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Slides, Video
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2
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Homework 01 (Due Thu 01/27) |
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Week 2
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3
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Mon 01/24
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Tables
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Slides, Demos, Video
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3
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Lab 02 Worksheet
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Lab 02: Table Operations |
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4
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Wed 01/26
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Data Types
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Slides, Demos, Video
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4, 5
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5
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Fri 01/28
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Building Tables
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Slides, Demos, Video
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6.1, 6.2
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Homework 02 (Due Thu 02/03) |
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Week 3
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6
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Mon 01/31
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Census
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Slides, Demos, Video
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6.3, 6.4
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Lab 03 Worksheet
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Lab 03: Data Types and Creating & Extending Tables |
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7
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Wed 02/02
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Charts
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Slides, Demos, Video
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7, 7.1
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8
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Fri 02/04
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Histograms
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Slides, Demos, Video
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7.2, 7.3
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Homework 03 (Due Thu 02/10) |
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Week 4
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9
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Mon 02/07
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Functions
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Slides, Demos, Video
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8, 8.1
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Lab 04 Worksheet
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Lab 04: Functions and Visualizations |
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10
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Wed 02/09
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Groups
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Slides, Demos, Video
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8.2, 8.3
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11
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Fri 02/11
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Pivots and Joins
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Slides, Demos, Video
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8.4
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Homework 04 (Due Thu 02/17)
Project 1: World Progress
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Week 5
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12
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Mon 02/14
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Table Examples
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Slides, Demos, Video
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8.5
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Project 1 Lab Worksheet
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Lab: Project 1
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13
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Wed 02/16
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Conditionals and Iteration
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Slides, Demos, Video
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9, 9.1, 9.2
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14
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Fri 02/18
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Chance
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Slides, Demos, Video
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9.2, 9.3, 9.4
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Homework 05 (Due Thu 02/24) |
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Week 6
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0
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Mon 02/21
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Holiday: No class
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Lab 05 Worksheet
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Lab 05: Conditional Statements, Iteration, Tables |
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15
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Wed 02/23
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Sampling
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Slides, Demos, Video
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9.5, 10
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16
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Fri 02/25
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Models
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Slides, Demos, Video
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10.2, 10.3, 10.4
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Homework 06 (Due Thu 03/03) |
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Week 7
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17
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Mon 02/28
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Comparing Distributions
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Slides, Demos, Video
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11.1, 11.2
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Lab 06 Worksheet
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Lab 06: Assessing Models |
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18
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Wed 03/02
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Decisions and Uncertainty
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Slides, Demos, Video
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11.3, 11.4
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Homework 07 (Due Thu 03/10) |
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19
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Fri 03/04
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A/B Testing
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Slides, Demos, Video
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11.4, 12.1
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Week 8
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20
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Mon 03/07
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Causality
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Slides, Demos, Video
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12.2
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Midterm Lab Worksheet
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Lab: Midterm Review |
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21
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Wed 03/09
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Examples
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Slides, Demos, Video
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12.3
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22
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Fri 03/11
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Midterm Review
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Slides, Video
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Midterm (7 PM - 9 PM) |
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Week 9
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23
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Mon 03/14
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Confidence Intervals
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Slides, Demos, Video
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13, 13.1, 13.2
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Lab 07 Worksheet
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Lab 07: A/B Testing |
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24
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Wed 03/16
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Interpreting Confidence
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Slides, Demos, Video
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13.3, 13.4
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25
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Fri 03/18
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Center and Spread
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Slides, Demos, Video
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14, 14.1, 14.2
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Homework 08 (Due Thu 03/31) |
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Week 10
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0
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Mon 03/21
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Holiday: No class
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0
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Wed 03/23
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Holiday: No class
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0
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Fri 03/25
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Holiday: No class
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Week 11
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26
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Mon 03/28
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The Normal Distribution
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Slides, Demos, Video
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14.3, 14.4
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Lab 08 Worksheet
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Lab 08: Sample Means |
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27
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Wed 03/30
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Sample Means
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Slides, Demos, Video
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14.5
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28
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Fri 04/01
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Designing Experiments
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Slides, Demos, Video
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14.6
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Homework 09 (Due Thu 09/07)
Project 2: Climate(Due Fri 09/15; Checkpoint Fri 09/08)
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Week 12
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29
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Mon 04/04
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Correlation
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Slides, Demos, Video
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15, 15.1
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Project 2 Lab Worksheet
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Lab: Project 2
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30
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Wed 04/06
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Linear Regression
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Slides, Demos, Video
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15.2
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31
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Fri 04/08
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Least Squares
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Slides, Demos, Video
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15.3, 15.4
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Homework 10 (Due Thu 04/14) |
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Week 13
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32
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Mon 04/11
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Residuals
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Slides, Demos, Video
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15.5, 15.6
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Lab 09 Worksheet
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Lab 09: Regression |
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33
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Wed 04/13
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Regression Inference
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Slides, Demos, Video
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16
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34
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Fri 04/15
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Privacy (Guest Lecture)
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Slides, Video
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Homework 11 (Due Fri 04/22)
Project 3: Classifying Movies (Due Fri 04/29; Checkpoint Mon 04/25)
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Week 14
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35
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Mon 04/18
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Classification
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Slides, Demos, Video
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17, 17.1, 17.2, 17.3
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Project 3 Lab Worksheet
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Lab: Project 3 |
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36
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Wed 04/20
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Classifiers
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Slides, Demos, Video
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17.4
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37
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Fri 04/22
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Updating Probabilities
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Slides, Demos, Video
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18
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Homework 12 (Due Thu 04/28) |
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Week 15
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38
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Mon 04/25
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Case Study: Health
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Slides, Demos, Video
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Lab 10 Worksheet
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Lab 10: Conditional Probability |
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39
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Wed 04/27
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Case Study: Education
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Slides, Demos, Video
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40
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Fri 04/29
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Conclusion
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Slides, Video
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Homework 13 (Due Thu 05/05) |
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Tue 05/10
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Final Exam
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Final (3 PM - 6 PM) |
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