Schedule
The links below will enable you to view the demo and assignment notebooks in your browser. If you’d like to edit and execute them yourself, follow these instructions to install the course software and download all the notebooks onto your own computer.
Introduction | |||
M | 02/08 | Introduction
Lecture: Slides, Demo, Video Reading: Chapter 1 |
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W | 02/10 | Cause and Effect
Lecture: Slides, Video Reading: Chapter 2 |
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Data, Tables, and Graphs in Python | |||
F | 02/12 | Tables
Lecture: Slides, Demo, Video Reading: Section 5.0 |
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M | 02/15 | Class canceled
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W | 02/17 | Data Types
Lecture: Slides, Demo, Video Reading: Chapter 3, Chapter 4 |
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F | 02/19 | Columns and Rows
Lecture: Slides, Demo, Video Reading: Section 5.1, Section 5.2 |
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M | 02/22 | Census
Lecture: Slides, Demo, Video Reading: Section 5.3, Section 5.4 |
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W | 02/24 | Charts
Lecture: Slides, Demo, Video Reading: Section 6.0, Section 6.1 |
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F | 02/26 | Histograms
Lecture: Slides, Demo, Video Reading: Section 6.2, Section 6.3 |
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M | 03/01 | Functions
Lecture: Slides, Demo, Video Reading: Section 7.0, Section 7.1 |
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W | 03/03 | Groups
Lecture: Slides, Demo, Video Reading: Section 7.2, Section 7.3 |
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F | 03/05 | Joins and Maps
Lecture: Slides, Demo, Video Reading: Section 7.4, Section 7.5 |
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M | 03/08 | Table Examples and Advanced Where
Lecture: Slides, Demo, Video |
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W | 03/10 | Wellness Day (no class)
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Distributions and Random Sampling | |||
F | 03/12 | Control
Lecture: Slides, Demo, Video Reading: Section 8.0, Section 8.1, Section 8.2 |
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M | 03/15 | Probability
Lecture: Slides, Demo, Video Reading: Section 8.3, Section 8.4 |
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Tue | 03/16 | Prelim 1, 8:30pm, Kennedy Hall 116
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W | 03/17 | Sampling
Lecture: Slides, Demo, Video Reading: Section 8.5, Section 9.0, Section 9.1, Section 9.2 |
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F | 03/19 | Estimation
Lecture: Slides, Demo, Video Reading: Section 9.3 |
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M | 03/22 | Simulation
Lecture: Slides, Demo, Video |
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Hypothesis Testing | |||
W | 03/24 | Hypothesis Testing
Lecture: Slides, Demo, Video Reading: Section 10.0, Section 10.1, Section 10.2 |
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F | 03/26 | Error Probabilities
Lecture: Slides, Demo, Video Reading: Section 10.3 |
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M | 03/29 | Examples
Lecture: Slides, Demo, Video Reading: Section 10.4 |
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W | 03/31 | The Bootstrap
Lecture: Slides, Demo, Video Reading: Section 11.0, Section 11.1, Section 11.2 |
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F | 04/02 | Confidence Intervals
Lecture: Slides, Demo, Video Reading: Section 11.3, Section 11.4 |
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The Normal Distribution | |||
M | 04/05 | Center and Spread
Lecture: Slides, Demo, Video Reading: Section 12.0, Section 12.1, Section 12.2 |
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W | 04/07 | The Normal Distribution
Lecture: Slides, Demo, Video Reading: Section 12.3, Section 12.4 |
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F | 04/09 | Sample Means
Lecture: Slides, Demo, Video Reading: Section 12.5 |
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M | 04/12 | Designing Experiments
Lecture: Slides, Demo, Video Reading: Section 12.6 |
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Regression | |||
W | 04/14 | Correlation
Lecture: Slides, Demo, Video Reading: Section 13.0, Section 13.1 |
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F | 04/16 | Linear Regression
Lecture: Slides, Demo, Video Reading: Section 13.2 |
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M | 04/19 | Least Squares
Lecture: Slides, Demo, Video Reading: 13.3, 13.4 |
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Tue | 04/20 | Prelim 2, 8:30pm, Kennedy Hall 116
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W | 04/21 | Residuals
Lecture: Slides, Demo, Video Reading: Section 13.5, Section 13.6 |
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F | 04/23 | Wellness Day (no class)
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M | 04/26 | Wellness Day (no class)
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W | 04/28 | Regression Inference
Lecture: Slides, Demo, Video Reading: Chapter 14 |
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Classification | |||
F | 04/30 | Classification
Lecture: Slides, Demo, Video Reading: Section 15.0, Section 15.1 |
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M | 05/03 | Nearest Neighbor
Lecture: Slides, Demo, Video Reading: Section 15.2, Section 15.3, Section 15.4, Section 15.5 |
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W | 05/05 | Enhancing Nearest Neighbor
Lecture: Slides, Demo, Video |
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Applications of Data Science | |||
F | 05/07 | Cornell COVID Modeling
Lecture: Slides, Video |
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M | 05/10 | Class cancelled
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W | 05/12 | Dr. Ehi Nosakhare, Microsoft
Lecture: Slides, Video |
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F | 05/14 | What Next
Lecture: Slides, Video |
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Sat | 05/22 | Final Exam, 1:30PM, Baker Lab 200
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