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 <h1>Understanding Deep Learning</h1>
 by Simon J.D. Prince
 <br>
-To be published by MIT Press.
+To be published by MIT Press Dec 5th 2023.
+
+<img src="https://raw.githubusercontent.com/udlbook/udlbook/main/UDLCoverSmall.jpg" alt="front cover">
 
 <h2> Download draft PDF </h2>