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-# Project 5: Ethical AI and Bias Mitigation
\ No newline at end of file
+# Project 5: Ethical AI and Bias Mitigation
+
+This focuses on teaching the skills required to evaulate a model for bias and implementing techiques to mitigate it.
+
+Skills to gain:
+- Bias detection and mitigation
+- fairness-aware learning
+- applying fairness metrics (demographic parity, equal opportunity)
+- ethical AI considerations.
+
+Dataset: To be released
+
+Notebook: To be released