https://github.com/jhrcook/the-effect-notes

Notes on learning causal inference from "The Effect" by Nick Huntington-Klein.
https://github.com/jhrcook/the-effect-notes

bayesian causal-inference python

Last synced: 3 months ago
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Notes on learning causal inference from "The Effect" by Nick Huntington-Klein.

• Host: GitHub
• URL: https://github.com/jhrcook/the-effect-notes
• Owner: jhrcook
• Created: 2022-11-27T22:15:51.000Z (about 2 years ago)
• Default Branch: master
• Last Pushed: 2023-12-09T20:25:49.000Z (about 1 year ago)
• Last Synced: 2024-02-03T01:49:34.655Z (11 months ago)
• Topics: bayesian, causal-inference, python
• Language: Jupyter Notebook
• Homepage: https://theeffectbook.net/ch-TheDesignofResearch.html
• Size: 254 KB
• Stars: 9
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Notes on *The Effect: An Introduction to Research Design and Causality* by Nick Huntington-Klein

online book: [*The Effect: An Introduction to Research Design and Causality*](https://theeffectbook.net/index.html)

My notes:

| Ch. | Title                               | Jupyter                                                        | Markdown                                                    |

|----:|:------------------------------------|:---------------------------------------------------------------|:------------------------------------------------------------|

| 0   | Introduction                        | [notebook](notes/00_introduction.ipynb)                        | [notebook](notes/00_introduction.md)                        |

| 1   | Designing Research                  | [notebook](notes/01_designing-research.ipynb)                  | [notebook](notes/01_designing-research.md)                  |

| 2   | Research Questions                  | [notebook](notes/02_research-questions.ipynb)                  | [notebook](notes/02_research-questions.md)                  |

| 3   | Describing Variables                | [notebook](notes/03_describing-variables.ipynb)                | [notebook](notes/03_describing-variables.md)                |

| 4   | Describing Relationships            | [notebook](notes/04_describing-relationships.ipynb)            | [notebook](notes/04_describing-relationships.md)            |

| 5   | Identification                      | [notebook](notes/05_identification.ipynb)                      | [notebook](notes/05_identification.md)                      |

| 6   | Causal Diagrams                     | [notebook](notes/06_causal-diagrams.ipynb)                     | [notebook](notes/06_causal-diagrams.md)                     |

| 7   | Drawing Causal Diagrams             | [notebook](notes/07_drawing-causal-diagrams.ipynb)             | [notebook](notes/07_drawing-causal-diagrams.md)             |

| 8   | Causal Paths and Closing Back Doors | [notebook](notes/08_causal-paths-and-closing-back-doors.ipynb) | [notebook](notes/08_causal-paths-and-closing-back-doors.md) |

| 9   | Finding Front Doors                 | [notebook](notes/09_finding-front-doors.ipynb)                 | [notebook](notes/09_finding-front-doors.md)                 |

| 10  | Treatment Effects                   | [notebook](notes/10_treatment-effects.ipynb)                   | [notebook](notes/10_treatment-effects.md)                   |

| 11  | Causality with Less Modeling        | [notebook](notes/11_causality-with-less-modeling.ipynb)        | [notebook](notes/11_causality-with-less-modeling.md)        |

| 12  | Opening the Toolbox                 | [notebook](notes/12_opening-the-toolbox.ipynb)                 | [notebook](notes/12_opening-the-toolbox.md)                 |