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 This repository contains the materials for D-Lab’s Python Machine Learning workshop. 
 
-### Prerequisites
-Prior experience with [Python Fundamentals](https://github.com/dlab-berkeley/Python-Fundamentals), [Python Intermediate](https://github.com/dlab-berkeley/Python-Intermediate), [Python Data Visualization](https://github.com/dlab-berkeley/Python-Data-Visualization), and [Python Data Wrangling](https://github.com/dlab-berkeley/Python-Data-Wrangling) is assumed.
+## Prerequisites
+Prior experience with [Python Fundamentals](https://github.com/dlab-berkeley/Python-Fundamentals), [Python Data Visualization](https://github.com/dlab-berkeley/Python-Data-Visualization), and [Python Data Wrangling](https://github.com/dlab-berkeley/Python-Data-Wrangling) is assumed.
 
-Check D-Lab's [Learning Pathways](https://dlab-berkeley.github.io/dlab-workshops/python_path.html) to figure out which of our workshops to take!
+Check out D-Lab’s [Workshop Catalog](https://dlab-berkeley.github.io/dlab-workshops/) to browse all workshops, see what’s running now, and review prerequisites.
 
 ## Workshop Goals