diff --git a/README.md b/README.md
index ea82d6e9..3632017a 100644
--- a/README.md
+++ b/README.md
@@ -71,10 +71,10 @@ By ensuring that the content aligns with projects, the process is made more enga
 |      08       |        Delicious Asian Recipes 🍜         | [Classification](3-Classification/README.md) | Build a Discriminative Model                                                                         | [lesson](3-Classification/2-Descriminative/README.md) |  Cassie   |
 |      09       |        Delicious Asian Recipes 🍜         | [Classification](3-Classification/README.md) | Build a Generative Model                                                                             |   [lesson](3-Classification/3-Generative/README.md)   |  Cassie   |
 |      10       |        Delicious Asian Recipes 🍜         | [Classification](3-Classification/README.md) | Build a Web App using your Model                                                                     |    [lesson](3-Classification/4-Applied/README.md)     |  Cassie   |
-|      11       |        Introduction to Clustering        |     [Clustering](4-Clustering/README.md)     |                                                                                                      |                      [lesson]()                       |   Paige   |
-|      12       |     Interesting Maya Architecture 🦜      |                [Clustering]()                |                                                                                                      |                      [lesson]()                       |   Paige   |
-|      13       |     Interesting Maya Architecture 🦜      |                [Clustering]()                |                                                                                                      |                      [lesson]()                       |   Paige   |
-|      14       |     Interesting Maya Architecture 🦜      |                [Clustering]()                |                                                                                                      |                      [lesson]()                       |   Paige   |
+|      11       |        Introduction to Clustering        |     [Clustering](4-Clustering/README.md)     | Clean, Prep, and Visualize your Data; Introduction to Clustering                                     |     [lesson](4-Clustering/1-Visualize/README.md)      |   Paige   |
+|      12       |     Interesting Maya Architecture 🦜      |     [Clustering](4-Clustering/README.md)     | Algorithms to use for Clustering tasks                                                               |     [lesson](4-Clustering/2-Algorithms/README.md)     |   Paige   |
+|      13       |     Interesting Maya Architecture 🦜      |     [Clustering](4-Clustering/README.md)     | Build a Recommendation Engine using Clustering                                                       |  [lesson](4-Clustering/3-Recommendations/README.md)   |   Paige   |
+|      14       |     Interesting Maya Architecture 🦜      |     [Clustering](4-Clustering/README.md)     | Build a Centroid model for Clustering tasks                                                          |       [lesson](4-Clustering/Centroid/README.md)       |   Paige   |
 |      15       |           Introduction to NLP            |       [Natural Language Processing]()        | tbd                                                                                                  |                      [lesson]()                       |  Stephen  |
 |      16       |       Romantic Hotels of Europe ♥️        |       [Natural Language Processing]()        | tbd                                                                                                  |                      [lesson]()                       |  Stephen  |
 |      17       |       Romantic Hotels of Europe ♥️        |       [Natural Language Processing]()        | tbd                                                                                                  |                      [lesson]()                       |  Stephen  |