day1/session4.tex
author Santosh G. Vattam <vattam.santosh@gmail.com>
Wed, 28 Oct 2009 11:15:49 +0530
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Added matrix operations.
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%Tutorial slides on Python.
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%
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% Author: FOSSEE 
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% Copyright (c) 2009, FOSSEE, IIT Bombay
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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\documentclass[14pt,compress]{beamer}
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%\documentclass[draft]{beamer}
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%\documentclass[compress,handout]{beamer}
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%\usepackage{pgfpages} 
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%\pgfpagesuselayout{2 on 1}[a4paper,border shrink=5mm]
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% Modified from: generic-ornate-15min-45min.de.tex
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\mode<presentation>
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{
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  \usetheme{Warsaw}
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  \useoutertheme{split}
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  \setbeamercovered{transparent}
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}
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\usepackage[english]{babel}
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\usepackage[latin1]{inputenc}
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%\usepackage{times}
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\usepackage[T1]{fontenc}
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\usepackage{amsmath}
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% Taken from Fernando's slides.
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\usepackage{ae,aecompl}
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\usepackage{mathpazo,courier,euler}
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\usepackage[scaled=.95]{helvet}
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\definecolor{darkgreen}{rgb}{0,0.5,0}
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\usepackage{listings}
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\lstset{language=Python,
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    basicstyle=\ttfamily\bfseries,
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    commentstyle=\color{red}\itshape,
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  stringstyle=\color{darkgreen},
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  showstringspaces=false,
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  keywordstyle=\color{blue}\bfseries}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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% Macros
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\setbeamercolor{emphbar}{bg=blue!20, fg=black}
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\newcommand{\emphbar}[1]
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{\begin{beamercolorbox}[rounded=true]{emphbar} 
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      {#1}
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 \end{beamercolorbox}
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}
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\newcounter{time}
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\setcounter{time}{0}
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\newcommand{\inctime}[1]{\addtocounter{time}{#1}{\tiny \thetime\ m}}
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\newcommand{\typ}[1]{\lstinline{#1}}
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\newcommand{\kwrd}[1]{ \texttt{\textbf{\color{blue}{#1}}}  }
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%%% This is from Fernando's setup.
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% \usepackage{color}
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% \definecolor{orange}{cmyk}{0,0.4,0.8,0.2}
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% % Use and configure listings package for nicely formatted code
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% \usepackage{listings}
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% \lstset{
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%    language=Python,
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%    basicstyle=\small\ttfamily,
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%    commentstyle=\ttfamily\color{blue},
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%    stringstyle=\ttfamily\color{orange},
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%    showstringspaces=false,
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%    breaklines=true,
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%    postbreak = \space\dots
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% }
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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% Title page
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\title[Basic Python]{Matrices, Solution of equations}
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\author[FOSSEE] {FOSSEE}
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\institute[IIT Bombay] {Department of Aerospace Engineering\\IIT Bombay}
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\date[] {31, October 2009\\Day 1, Session 4}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%\pgfdeclareimage[height=0.75cm]{iitmlogo}{iitmlogo}
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%\logo{\pgfuseimage{iitmlogo}}
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%% Delete this, if you do not want the table of contents to pop up at
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%% the beginning of each subsection:
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\AtBeginSubsection[]
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{
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  \begin{frame}<beamer>
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    \frametitle{Outline}
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    \tableofcontents[currentsection,currentsubsection]
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  \end{frame}
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}
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\AtBeginSection[]
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{
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  \begin{frame}<beamer>
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    \frametitle{Outline}
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    \tableofcontents[currentsection,currentsubsection]
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  \end{frame}
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}
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% If you wish to uncover everything in a step-wise fashion, uncomment
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% the following command: 
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%\beamerdefaultoverlayspecification{<+->}
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%\includeonlyframes{current,current1,current2,current3,current4,current5,current6}
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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% DOCUMENT STARTS
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\begin{document}
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\begin{frame}
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  \titlepage
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\end{frame}
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\begin{frame}
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  \frametitle{Outline}
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  \tableofcontents
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%  \pausesections
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\end{frame}
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\section{Matrices}
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\begin{frame}
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\frametitle{Matrices: Introduction}
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We looked at the Van der Monde matrix in the previous session,\\ 
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let us now look at matrices in a little more detail.
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\end{frame}
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\subsection{Initializing}
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\begin{frame}[fragile]
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\frametitle{Matrices: Initializing}
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\begin{lstlisting}
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In []: A = ([[5, 2, 4], 
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            [-3, 6, 2], 
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            [3, -3, 1]])
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214
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In []: A
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Out[]: [[5, 2, 4], 
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        [-3, 6, 2], 
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        [3, -3, 1]]
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\end{lstlisting}
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\end{frame}
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\subsection{Basic Operations}
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\begin{frame}[fragile]
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\frametitle{Transpose of a Matrix}
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\begin{lstlisting}
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In []: linalg.transpose(A)
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Out[]: 
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matrix([[ 5, -3,  3],
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        [ 2,  6, -3],
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        [ 4,  2,  1]])
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\end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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  \frametitle{Sum of all elements}
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  \begin{lstlisting}
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In []: linalg.sum(A)
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Out[]: 17
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  \end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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  \frametitle{Matrix Addition}
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  \begin{lstlisting}
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In []: B = matrix([[3,2,-1],
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                   [2,-2,4],
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                   [-1, 0.5, -1]])
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In []: linalg.add(A, B)
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Out[]: 
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matrix([[ 8. ,  4. ,  3. ],
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        [-1. ,  4. ,  6. ],
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        [ 2. , -2.5,  0. ]])
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  \end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Matrix Multiplication}
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\begin{lstlisting}
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In []: linalg.multiply(A, B)
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Out[]: 
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matrix([[ 15. ,   4. ,  -4. ],
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        [ -6. , -12. ,   8. ],
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        [ -3. ,  -1.5,  -1. ]])
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\end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Inverse of a Matrix}
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\begin{small}
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\begin{lstlisting}
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In []: linalg.inv(A)
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Out[]: 
214
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array([[ 0.28571429, -0.33333333, -0.47619048],
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       [ 0.21428571, -0.16666667, -0.52380952],
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       [-0.21428571,  0.5       ,  0.85714286]])
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\end{lstlisting}
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\end{small}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Determinant}
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\begin{lstlisting}
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In []: det(A)
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Out[]: 42.0
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\end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Eigen Values and Eigen Matrix}
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\begin{small}
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\begin{lstlisting}
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In []: linalg.eig(A)
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Out[]: 
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(array([ 7.,  2.,  3.]),
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 matrix([[-0.57735027,  0.42640143,  0.37139068],
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        [ 0.57735027,  0.63960215,  0.74278135],
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        [-0.57735027, -0.63960215, -0.55708601]]))
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\end{lstlisting}
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\end{small}
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\end{frame}
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214
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\begin{frame}[fragile]
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\frametitle{Computing Norms}
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\begin{lstlisting}
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  In []: linalg.norm(A)
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  Out[]: 10.63014581273465
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\end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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  \frametitle{Single Value Decomposition}
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  \begin{small}
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  \begin{lstlisting}
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In []: linalg.svd(A)
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Out[]: 
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(matrix([[-0.13391246, -0.94558684, -0.29653495],
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        [ 0.84641267, -0.26476432,  0.46204486],
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        [-0.51541542, -0.18911737,  0.83581192]]),
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 array([ 7.96445022,  7.        ,  0.75334767]),
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 matrix([[-0.59703387,  0.79815896,  0.08057807],
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        [-0.64299905, -0.41605821, -0.64299905],
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        [-0.47969029, -0.43570384,  0.7616163 ]]))
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  \end{lstlisting}
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  \end{small}
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\end{frame}
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\section{Solving linear equations}
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\begin{frame}[fragile]
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\frametitle{Solution of equations}
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Consider,
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  \begin{align*}
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    3x + 2y - z  & = 1 \\
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    2x - 2y + 4z  & = -2 \\
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    -x + \frac{1}{2}y -z & = 0
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  \end{align*}
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Solution:
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  \begin{align*}
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    x & = 1 \\
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    y & = -2 \\
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    z & = -2
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  \end{align*}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Solving using Matrices}
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Let us now look at how to solve this using \kwrd{matrices}
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  \begin{lstlisting}
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    In []: A = matrix([[3,2,-1],
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                       [2,-2,4],
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                       [-1, 0.5, -1]])
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    In []: b = matrix([[1], [-2], [0]])
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    In []: x = linalg.solve(A, b)
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    In []: Ax = dot(A, x)
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    In []: allclose(Ax, b)
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    Out[]: True
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  \end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Solution:}
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\begin{lstlisting}
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In []: x
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Out[]: 
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array([[ 1.],
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       [-2.],
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       [-2.]])
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In []: Ax
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Out[]: 
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matrix([[  1.00000000e+00],
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        [ -2.00000000e+00],
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        [  2.22044605e-16]])
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\end{lstlisting}
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\end{frame}
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\section{Summary}
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\begin{frame}
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  \frametitle{Summary}
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So what did we learn??
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  \begin{itemize}
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  \item Matrices
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    \begin{itemize}
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      \item Transpose
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      \item Addition
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      \item Multiplication
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      \item Inverse of a matrix
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      \item Determinant
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      \item Eigen values and Eigen matrix
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      \item Norms
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      \item Single Value Decomposition
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    \end{itemize}
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  \item Solving linear equations
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  \end{itemize}
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\end{frame}
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\end{document}