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@@ -59,7 +59,7 @@ awarded jointly to Prof. John Ball, Dr David Bourne, Dr Lucia Scardia.  I am pri
       
       <guid>https://mbuze.github.io/teaching/</guid>
       <description>Summer School on Deep Learning for Mathematical Imaging
-July 2024 I am invited by Dr Andreas Alpers to deliver a short course on machine learning approaches to microstructure modelling in Python, including a hands-on showcase of my library PyAPD, to research interns at The Centre for Mathematical Imaging Techniques. Materials related to this will appear here.
+July 2024 I was invited by Dr Andreas Alpers to deliver a short course on machine learning approaches to microstructure modelling in Python, including a hands-on showcase of my library PyAPD, to research interns at The Centre for Mathematical Imaging Techniques. Materials related to this are available here.
  Teaching at Heriot-Watt 2023/2024   Lecturer for F17XB Mathematics for Engineers and Scientists 2; A big service course for 500+ students across three campuses.</description>
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@@ -162,7 +162,7 @@ <h5>Current teaching materials and a summary of teaching experience</h5>
     <div align="start" class="content"><div>
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 <h4 style="text-align:center">Summer School on Deep Learning for Mathematical Imaging<br> July 2024</h4>
-<p style="text-align:left"> I am invited by <a href="http://pcwww.liv.ac.uk/~aalpers">Dr Andreas Alpers</a> to deliver a short course on machine learning approaches to microstructure modelling in Python, including a hands-on showcase of my library <a href="https://github.com/mbuze/PyAPD">PyAPD</a>, to research interns at The Centre for Mathematical Imaging Techniques. Materials related to this will appear here.</p>
+<p style="text-align:left"> I was invited by <a href="http://pcwww.liv.ac.uk/~aalpers">Dr Andreas Alpers</a> to deliver a short course on machine learning approaches to microstructure modelling in Python, including a hands-on showcase of my library <a href="https://github.com/mbuze/PyAPD">PyAPD</a>, to research interns at The Centre for Mathematical Imaging Techniques. Materials related to this are available <a href="https://github.com/mbuze/GAN_microstructure_modelling">here</a>.</p>
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