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diff --git a/Machine-Learning-Systems.pdf b/Machine-Learning-Systems.pdf
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diff --git a/contents/acknowledgements/acknowledgements.html b/contents/acknowledgements/acknowledgements.html
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diff --git a/contents/ai_for_good/ai_for_good.html b/contents/ai_for_good/ai_for_good.html
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+<a href="https://github.com/mpstewart1"><img src="https://avatars.githubusercontent.com/mpstewart1?s=100" width="100px;" alt="Matthew Stewart"><br><sub><b>Matthew Stewart</b></sub></a><br>
+</td>
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 <a href="https://github.com/JaredP94"><img src="https://avatars.githubusercontent.com/JaredP94?s=100" width="100px;" alt="Jared Ping"><br><sub><b>Jared Ping</b></sub></a><br>
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+<a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"><br><sub><b>Marcelo Rovai</b></sub></a><br>
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-<p>Written, edited and curated by Prof.&nbsp;Vijay Janapa Reddi (Harvard University) with special thanks to the community for their contributions and support.</p>
+<p>Written, edited and curated by Prof.&nbsp;Vijay Janapa Reddi (Harvard University)</p>
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