Update README.md

Author: alanedelman

README.md

@@ -45,7 +45,7 @@ By the end of the course students will be able to use Julia to write write porta
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 |    |       |          |                            |  **Week 1 - Overview of Parallel Computing**|
 | 1  |   M  |  3/31     |      Edelman              |    Parallel Computing may not be what you think, top500, matmul vs matadd | [Intro](https://docs.google.com/presentation/d/1jkJqieNuWh4_Yx6Ura3xiGUc0NmaDK6a6J_zQJfQoEU/edit?usp=sharing)                                                                    |                                                                                                                              
-| 2  |   W  |  4/2     |      Edelman              | If you live with one programming language, you dont know what you are missing   | [Slides](https://docs.google.com/presentation/d/16Zf_SnDNlUmcCdqoaDeyAQmmqpxC66k646DCm3BXt1o/edit?usp=sharing)                                                                    |   
+| 2  |   W  |  4/2     |      Edelman              | If you live with one programming language, you dont know what you are missing   | [Slides](https://docs.google.com/presentation/d/16Zf_SnDNlUmcCdqoaDeyAQmmqpxC66k646DCm3BXt1o/edit? usp=sharing)    | [Language Horse Race](https://github.com/mitmath/JuliaComputation/blob/Fall24/notebooks/3_Julia%20is%20fast.ipynb)                                                                |   
 | 3  |   F  |  4/4     |      Kimmerer              |  Allocations and other serial performance tips | | [PerformantSerial Julia Pluto Notebook](https://mitmath.github.io/Parallel-Computing-Spoke/notebooks/PerformantSerialJulia.html)    
 |    |       |          |                            |  **Week 2 - Parallelism Concepts and Julia Performance**| 
 | 4 |   M  |  4/7    |      Edelman              |   If you see an algorithm that doesn't look like it should be parallel it's probably Parallel Prefix |