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 ### Lecture 1 Class Materials
 
 * Introduction: 
-  * [Syllabus](https://github.com/jphall663/GWU_rml/blob/master/tentative_syllabus_ph_responsible_machine_learning_msba_v5.pdf)
+  * [Syllabus](https://github.com/jphall663/GWU_rml/blob/master/syllabus_ph_responsible_machine_learning_msba_v5.1.pdf)
   * [Basic Data Manipulation](https://github.com/jphall663/GWU_data_mining/blob/master/01_basic_data_prep/01_basic_data_prep.md)
   * [Primer on Technical Malpractice](https://docs.google.com/presentation/d/1cZeaoIp4cQsVY_gj2a5Pg7ygexepQZRS-ZEn6n2QqEU/edit?usp=sharing)
   * [Whiteboard Notation](https://docs.google.com/presentation/d/1Axf9dizaE3XvGRelBHfsnAlMUPFuMExQ2WNVwQBKMrw/edit?usp=sharing)