--- a/day2/session1.tex	Sat Oct 03 19:39:49 2009 +0530
+++ b/day2/session1.tex	Sat Oct 03 19:47:43 2009 +0530
@@ -170,7 +170,6 @@
   \item \alert{Note:} \typ{len(arr) != arr.size} in general
   \item \alert{Note:} By default array operations are performed
     \alert{elementwise}
-  \item Indices, slicing: just like lists 
   \end{itemize}
 \end{frame}
 
@@ -192,8 +191,6 @@
 >>> print x[0], x[-1]
 10.0 4.0
 \end{lstlisting}
-    
-\inctime{10}
 \end{frame}
 
 \begin{frame}[fragile]
@@ -223,8 +220,7 @@
     \typ{less (<)}, \typ{greater (>)} etc.
   \item Trig and other functions: \typ{sin(x), arcsin(x), sinh(x),
       exp(x), sqrt(x)} etc.
-  \item \typ{sum(x, axis=0), product(x, axis=0)} 
-  \item \typ{dot(a, bp)}
+  \item \typ{sum(x, axis=0), product(x, axis=0), dot(a, bp)}   \inctime{10}
   \end{itemize}
   \inctime{10}
 \end{frame}
@@ -257,6 +253,8 @@
        [8, 9]])
 >>> a[:,2]
 array([3, 6, 9])
+>>> a[...,2]
+array([3, 6, 9])
 \end{lstlisting}
 \end{frame}
 
@@ -293,6 +291,8 @@
   \end{lstlisting}
     \begin{enumerate}
     \item Convert an RGB image to Grayscale. $ Y = 0.5R + 0.25G + 0.25B $
+    \item Scale the image to 50\%
+    \item Introduce some random noise?
     \end{enumerate}
 \inctime{15}
 \end{frame}
@@ -327,10 +327,9 @@
 \begin{itemize}
   \item Also: PNG, PDF, PS, EPS, SVG, PDF
 \end{itemize}
-\inctime{5}
 \end{frame}
        
-\subsection{Plots - Lines, Labels, Legend}
+\subsection{Plots - Lines, Labels and Legends}
 \begin{frame}[fragile]
   \frametitle{Basic plotting}
 \begin{lstlisting}
@@ -347,7 +346,7 @@
 \end{frame}
 
 \begin{frame}[fragile]
-  \frametitle{Working with text \ldots}
+   \frametitle{Working with text \ldots}
 %\begin{itemize}
 %  \item We already saw LaTeX markup support!
 %\end{itemize}
@@ -364,12 +363,12 @@
              facecolor='black', 
              shrink=0.05))
 \end{lstlisting}
+    
 \end{frame}
 
 \begin{frame}[fragile]
   \frametitle{Legends}
 \begin{lstlisting}
->>> x = linspace(0, 2*pi, 1000)
 >>> plot(x, cos(5*x), 'r--', 
          label='cosine')
 >>> plot(x, sin(5*x), 'g--', 
@@ -377,6 +376,8 @@
 >>> legend() 
 # Or use:
 >>> legend(['cosine', 'sine'])
+# Annotation:
+>>> text(1,0, '(1,0)')
 \end{lstlisting}
 \end{frame}
 
@@ -392,6 +393,7 @@
 >>> title('Easy as 1,2,3')
 \end{lstlisting}
     
+
 \end{frame}
 
 \begin{frame}[fragile]
@@ -404,7 +406,6 @@
 # Can also use:
 from pylab import linspace, sin, plot
 \end{lstlisting}
-\inctime{5}
 \end{frame}
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@@ -702,7 +703,6 @@
     \tiny
     For details see \url{http://matplotlib.sourceforge.net/screenshots/plotmap.py}
   \end{center}
-\inctime{5}
 \end{frame}
 
 
@@ -714,10 +714,11 @@
   \item \url{http://matplotlib.sf.net/screenshots.html}
   \end{itemize}
 
+  \inctime{25}
 \end{frame}
 
 \begin{frame}
-  \frametitle{Problem set 1.0}
+  \frametitle{Problem Set}
   \begin{enumerate}
       \item Write a function that plots any n-gon given \typ{n}.
       \item Consider the logistic map, $f(x) = kx(1-x)$, plot it for
@@ -725,9 +726,12 @@
 \end{enumerate}
 \end{frame}
 
-\begin{frame}
-  \frametitle{Problem set 1.1}
-  \begin{enumerate}
+\begin{frame}[fragile] 
+\frametitle{Problem Set}
+  \begin{columns}
+    \column{0.6\textwidth}
+    \small{
+    \begin{enumerate}
       \item Consider the iteration $x_{n+1} = f(x_n)$ where $f(x) =
           kx(1-x)$.  Plot the successive iterates of this process.
       \item Plot this using a cobweb plot as follows:
@@ -738,28 +742,12 @@
               \item Draw line to $(x_i, x_i)$
               \item Repeat from 2 for as long as you want 
           \end{enumerate}
-    \end{enumerate}
+    \end{enumerate}}
+    \column{0.35\textwidth}
+    \hspace*{-0.5in}
+  \includegraphics[height=1.6in, interpolate=true]{data/cobweb}  
+\end{columns}
+\inctime{20}
 \end{frame}
 
-\begin{frame}
-  \frametitle{Problem set 1.2}
-  \begin{enumerate}
-
-      \item Plot the Koch snowflake.  Write a function to generate the
-          necessary points given the two points constituting a line.
-          \pause
-          \begin{enumerate}
-              \item Split the line into 4 segments.
-              \item The first and last segments are trivial.
-              \item To rotate the point you can use complex numbers,
-                  recall that $z e^{j \theta}$ rotates a point $z$ in 2D
-                  by $\theta$.
-              \item Do this for all line segments till everything is
-                  done.
-          \end{enumerate}
-      \item Show rate of convergence for a first and second order finite
-          difference of sin(x)
-\end{enumerate}
-\inctime{20}
-\end{frame}
 \end{document}