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@@ -5,7 +5,7 @@ To be published by MIT Press.
 
 <h2> Download draft PDF </h2>
 
-<a href="https://github.com/udlbook/udlbook/releases/tag/v0.3.1#:~:text=UnderstandingDeepLearning_15_12_22.pdf">Draft PDF Chapters 1-16</a><br> 2022-12-15. CC-BY-NC-ND license
+<a href="https://github.com/udlbook/udlbook/releases/download/v0.3.1/UnderstandingDeepLearning_15_12_22.pdf">Draft PDF Chapters 1-16</a><br> 2022-12-15. CC-BY-NC-ND license
 <br>
 <ul>
 	<li> Chapters 17-20 (coming soon)