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Updated transparency reader for UA-202
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Added black box slides
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george-wood committed Apr 3, 2022
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Expand Up @@ -6,11 +6,16 @@ title: Week 10

**Lecture:** Auditing black-box models

* DS-UA 202: [auditing black-box models slides](../../../assets/10_black_box_202.pdf)
[//]: * [11 auditing black-box models slides](../../../assets/11_BlackBox.pdf)


**Topics:** Auditing black-box models; explainable machine learning

**Reading:** See [Transparency and interpretability](../../../assets/transparency_reader.pdf)
**Reading:**

* DS-UA 202: [Transparency and Interpretability Reader](./../../assets/transparency_reader_ua202_2022)
* DS-GA 1017: [Transparency and Interpretability Reader](../../../assets/transparency_reader.pdf)

**Lab:** Explaining models with SHAP

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Expand Up @@ -10,7 +10,10 @@ title: Week 11

**Topics:** Experiments in ad targeting and delivery; Discrimination in online ad delivery

**Reading:** See [Transparency and interpretability](../../../assets/transparency_reader.pdf)
**Reading:**

* DS-UA 202: [Transparency and Interpretability Reader](./../../assets/transparency_reader_ua202_2022)
* DS-GA 1017: [Transparency and Interpretability Reader](../../../assets/transparency_reader.pdf)

**Lab:** LIME

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Expand Up @@ -11,6 +11,9 @@ title: Week 12

**Topics:** Experiments in ad targeting and delivery; Discrimination in online ad delivery

**Reading:** See [Transparency and interpretability](../../../assets/transparency_reader.pdf)
**Reading:**

* DS-UA 202: [Transparency and Interpretability Reader](./../../assets/transparency_reader_ua202_2022)
* DS-GA 1017: [Transparency and Interpretability Reader](../../../assets/transparency_reader.pdf)

**Lab:** Final exam review
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Expand Up @@ -8,6 +8,9 @@ title: Week 13

[//]: * [14 interpretability and legal frameworks slides](../../../assets/14_InterpretabilityLegal.pdf)

**Reading:** See [Transparency and interpretability](../../../assets/transparency_reader.pdf)
**Reading:**

* DS-UA 202: [Transparency and Interpretability Reader](./../../assets/transparency_reader_ua202_2022)
* DS-GA 1017: [Transparency and Interpretability Reader](../../../assets/transparency_reader.pdf)

**Lab:** Course discussion

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