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         <br>Published by MIT Press Dec 5th 2023.<br>
         <ul>
             <li>
-                <p style="font-size: larger; margin-bottom: 0">Download draft PDF Chapters 1-21 <a
+                <p style="font-size: larger; margin-bottom: 0">Download full PDF <a
                         href="https://github.com/udlbook/udlbook/releases/download/v.1.20/UnderstandingDeepLearning_16_1_24_C.pdf">here</a>
                 </p>2024-01-16. CC-BY-NC-ND license<br>
                 <img src="https://img.shields.io/github/downloads/udlbook/udlbook/total" alt="download stats shield">