Initial changes for 25/26, fixes Derek's name and adds new textbook

Author: mwray

index.xhtml

@@ -41,7 +41,7 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;}
       the syllabus for the unit</a>.
       </p>
 
-      <b>UPDATE - 29/08/2024 Welcome new students for the 24/25 year!</b>
+      <b>UPDATE - 24/06/2025 Currently Under Construction for 25/26!</b>
 
       <b> PLEASE NOTE: lecture content will be updated, slides below are placeholder and may change until the lecture</b>
 
@@ -60,7 +60,7 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;}
 
       <h2> Teaching Assistants</h2>
 
-      <p>Jacob Chalk (JC), Omar Emara (OE), Rhdori Guerrier (RG), Sam Pollard (SP), Saptarshi Sinha (SS), Siddhant Bansal (SB), Zhifan Zhu (ZZ) </p>
+      <p>Omar Emara (OE), Prajwal Gatti (PG), Rhodri Guerrier (RG), Sam Pollard (SP), Saptarshi Sinha (SS), Siddhant Bansal (SB), Yini Li (YL)</p>
 
       <a id="materials"></a>
 
@@ -268,7 +268,9 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;}
 
 
       <h2>Textbook</h2>
-      <p>Recommended Reading:<br/><a href="http://www.deeplearningbook.org/" target="_blank">Goodfellow et al (2016). Deep Learning. MIT Press</a></p>
+      <p>Recommended Reading:<a href="" target="_blank">Simon J.D (2023). Prince. Understanding Deep Learning, MIT Press</a><br/></p>
+
+      You can also check out, written pre transformers, the older course book: <a href="http://www.deeplearningbook.org/" target="_blank">Goodfellow et al (2016). Deep Learning. MIT Press</a>
       <hr/>
 
       <h2><a id="bc4">Blue Crystal 4 Registration [only applicable for Bristol undergraduate students with corresponding email]</a></h2>