--- a/project/templates/_right_menu.html	Sat Dec 03 18:04:16 2011 +0530
+++ b/project/templates/_right_menu.html	Sat Dec 03 18:15:15 2011 +0530
@@ -1,10 +1,13 @@
 <div style=" border: 1px black solid;">
 <h2 style="padding-left:2px;">News and Updates</h2>
 <ul>
-<li>Please contact our Kiosk setup for accomodation at IIT-Bombay main gate.</li>
+<li>Please contact our Kiosk setup at IIT-Bombay main gate for accomodation and any other details.</li>
 <li><a href="/scipyin/2011/talks-cfp/conference/">Updated Conference Schedule</a></li>
-<li> <a href="/static/files/Reaching_IITB.pdf">This</a> can help in you Reaching IITB.</li>
-<!-- <li>Please use <i>other links</i> for directions, maps and other information</li> -->
+<hr/>
+ <i>Documents</i> of Aid
+<li> <a href="/static/files/Reaching_IITB.pdf">This</a> can help you in Reaching IITB.</li>
+<li> <a href="/static/files/Inside_IITB.pdf">Marauders Map</a></li>
+<li> <a href="/static/files/Other_Facilities.pdf">This</a> might come handy once you are inside.</li>
 </ul>
 </div>
 <div id="right-inner">

--- a/project/templates/about/tutorial.html	Sat Dec 03 18:04:16 2011 +0530
+++ b/project/templates/about/tutorial.html	Sat Dec 03 18:15:15 2011 +0530
@@ -121,7 +121,7 @@
 </ul>
 
 
-<h3 id="sec2.3">Gael Varoquaux,   Machine learning with scikit-learn  (2 hrs)</h3>
+<h3 id="sec2.3">Gael Varoquaux,   Machine learning with scikit-learn  (3 hrs)</h3>
 <ul>
 	<li>
 	Introduction to machine learning and statistical data processing with the