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diff --git a/assets/9_ethics_202.pdf b/assets/9_ethics_202.pdf
index b2c0721..bc917c2 100644
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diff --git a/assets/transparency_reader_ua202_2022.pdf b/assets/transparency_reader_ua202_2022.pdf
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diff --git a/modules/transparency_and_interpretability/_posts/2000-01-01-week10.md b/modules/transparency_and_interpretability/_posts/2000-01-01-week10.md
index 2a5070f..06d3209 100644
--- a/modules/transparency_and_interpretability/_posts/2000-01-01-week10.md
+++ b/modules/transparency_and_interpretability/_posts/2000-01-01-week10.md
@@ -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
 
diff --git a/modules/transparency_and_interpretability/_posts/2000-01-02-week11.md b/modules/transparency_and_interpretability/_posts/2000-01-02-week11.md
index a62bd3f..e0fafda 100644
--- a/modules/transparency_and_interpretability/_posts/2000-01-02-week11.md
+++ b/modules/transparency_and_interpretability/_posts/2000-01-02-week11.md
@@ -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
 
diff --git a/modules/transparency_and_interpretability/_posts/2000-01-03-week12.md b/modules/transparency_and_interpretability/_posts/2000-01-03-week12.md
index 8c3a8e4..340af96 100644
--- a/modules/transparency_and_interpretability/_posts/2000-01-03-week12.md
+++ b/modules/transparency_and_interpretability/_posts/2000-01-03-week12.md
@@ -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
diff --git a/modules/transparency_and_interpretability/_posts/2000-01-04-week13.md b/modules/transparency_and_interpretability/_posts/2000-01-04-week13.md
index 2fbddca..42dc31a 100644
--- a/modules/transparency_and_interpretability/_posts/2000-01-04-week13.md
+++ b/modules/transparency_and_interpretability/_posts/2000-01-04-week13.md
@@ -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