diff --git a/classes/dsci550_2025b/index.html b/classes/dsci550_2025b/index.html
index bbdae4c..f1e9cda 100644
--- a/classes/dsci550_2025b/index.html
+++ b/classes/dsci550_2025b/index.html
@@ -305,7 +305,6 @@ <h2 class="section-heading">Schedule <font class="usc-color">(subject to change;
                         <li>Lynch, Clifford. "Big data: How do your data grow?." Nature 455.7209 (2008): 28-29.<strong>(Presented by: Crisologo, Elizabeth)</strong></li>
                         <li>Howe, Doug, et al. "Big data: The future of biocuration." Nature 455.7209 (2008): 47-50. <strong>(Presented by: Chen,Rui)</strong></li>
                         <li>Wigan, Marcus R., and Roger Clarke. "Big data's big unintended consequences." Computer 46.6 (2013): 46-53. <strong>(Presented by: Adams, Jasmine)</strong></li>
-                        <li>Schwartz, J. A. N. A., et al. "Measuring the value of Big Data exploitation systems: Quantitative, non-subjective metrics with the user as a key component." Parsons Journal for Information Mapping 6 (2014): 1-12.<strong>(Presented by: Wilkins, Anneliese)</strong></li>
                         <li>Sotera Defense Solutions. A Survey of Big Data Methods, Assessments, and Approaches. November 2012 </li>
                         <li>De Mauro, Andrea, Marco Greco, and Michele Grimaldi. "What is big data? A consensual definition and a review of key research topics." AIP conference proceedings. Vol. 1644. No. 1. AIP, 2015. <strong>(Presented by: Yat Chan)</strong></li>
 						</ul>
@@ -455,7 +454,6 @@ <h2 class="section-heading">Schedule <font class="usc-color">(subject to change;
             			<li>Week 6 Individual Presentations</li>            			
             		</ul></td>
 					<td><ul class="text-left"><li>Tika in Action, Chapter 7</li>
-					  <li>Koehn, Philipp, et al. "Moses: Open source toolkit for statistical machine translation." Proceedings of the 45th annual meeting of the ACL on interactive poster and demonstration sessions. Association for Computational Linguistics, 2007. </li>
 					  <li>Post, Matt, et al. "Joshua 5.0: Sparser, better, faster, server." Proceedings of the Eighth Workshop on Statistical Machine Translation. 2013.<strong>(Presented by: Turangan, Andrew)</strong></li>
 					  <li>Lins, Rafael Dueire, and Paulo Gonçalves. Automatic language identification of written texts. Proceedings of the 2004 ACM symposium on Applied computing. ACM, 2004. <strong>(Presented by:&nbsp;Fan, Kexin )</strong></li>
 					  <li>Papineni, Kishore, et al. "BLEU: a method for automatic evaluation of machine translation." Proceedings of the 40th annual meeting on association for computational linguistics. Association for Computational Linguistics, 2002. <strong>(Presented by:&nbsp;Li, Jiaying )</strong></li>
@@ -596,7 +594,8 @@ <h2 class="section-heading">Schedule <font class="usc-color">(subject to change;
 					  <li>Shneiderman, Ben. "The eyes have it: A task by data type taxonomy for information visualizations." Visual Languages, 1996. Proceedings., IEEE Symposium on. IEEE, 1996. <strong>(Presented by:&nbsp;Kim, Andy )</strong></li>
 					  <li>Gottron, Thomas. "Evaluating content extraction on HTML documents." Proceedings of the 2nd International Conference on Internet Technologies and Applications (ITA’07). 2007. <strong>(Presented by:&nbsp;Zhong, Yingyi )</strong></li>
 					  <li>Leuski, Anton. "Evaluating document clustering for interactive information retrieval." Proceedings of the tenth international conference on Information and knowledge management. ACM, 2001. <strong>(Presented by:&nbsp;Pashayan, Vartan )</strong></li>
-					  <li>Bailey, Peter, et al. "Evaluating search systems using result page context." Proceedings of the third symposium on Information interaction in context. ACM, 2010.<strong>(Presented by: Vartan Pashayan</strong></li>
+					  <li>Bailey, Peter, et al. "Evaluating search systems using result page context." Proceedings of the third symposium on Information interaction in context. ACM, 2010.<strong>(Presented by: Yafei Wang</strong></li>
+                        <li>Schwartz, J. A. N. A., et al. "Measuring the value of Big Data exploitation systems: Quantitative, non-subjective metrics with the user as a key component." Parsons Journal for Information Mapping 6 (2014): 1-12.<strong>(Presented by: Wilkins, Anneliese)</strong></li>
 					</ul>
            	        </td>
            	        <td>Resources:<br/>
@@ -616,6 +615,7 @@ <h2 class="section-heading">Schedule <font class="usc-color">(subject to change;
             		</ul>
             		</td>
 					<td><ul class="text-left">
+                        <li>Koehn, Philipp, et al. "Moses: Open source toolkit for statistical machine translation." Proceedings of the 45th annual meeting of the ACL on interactive poster and demonstration sessions. Association for Computational Linguistics, 2007.<strong> (Presented by: Sean Iredell)</strong> </li>
 					  <li>Palamuttam, Rahul, et al. "SciSpark: Applying in-memory distributed computing to weather event detection and tracking." Big Data (Big Data), 2015 IEEE International Conference on. IEEE, 2015. <strong>(Presented by:&nbsp;Venkataramani, Aditya )</strong></li>
 					  <li>Leavitt, Neal. "Will NoSQL databases live up to their promise?." Computer 43.2 (2010). <strong>(Presented by:&nbsp;Zhang, Violet )</strong></li>
 					  <li>Stonebraker, Michael. "SQL databases v. NoSQL databases." Communications of the ACM 53.4 (2010): 10-11. <strong>(Presented by:&nbsp;Patil, Rohit )</strong></li>