day1/session4.tex
author Santosh G. Vattam <vattam.santosh@gmail.com>
Fri, 05 Mar 2010 23:59:12 +0530
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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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{infolines}
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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[Matrices \& Curve Fitting]{Python for Science and Engg: Matrices \& Least Square Fit}
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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[] {08 March, 2010\\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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\alert{All matrix operations are done using \kwrd{arrays}}
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\end{frame}
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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 [23]: c = array([[11,12,13],
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                  [21,22,23],
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                  [31,32,33]])
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In []: c
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Out[]: 
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array([[11, 12, 13],
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       [21, 22, 23],
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       [31, 32, 33]])
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\end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Initializing some special matrices}
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\begin{small}
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  \begin{lstlisting}
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In []: ones((3,5))
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Out[]: 
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array([[ 1.,  1.,  1.,  1.,  1.],
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       [ 1.,  1.,  1.,  1.,  1.],
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       [ 1.,  1.,  1.,  1.,  1.]])
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In []: ones_like([1, 2, 3, 4]) 
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Out[]: array([1, 1, 1, 1])   
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In []: identity(2)
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Out[]: 
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array([[ 1.,  0.],
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       [ 0.,  1.]])
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  \end{lstlisting}
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Also available \alert{\typ{zeros, zeros_like, empty, empty_like}}
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\end{small}
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\end{frame}
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\begin{frame}[fragile]
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  \frametitle{Accessing elements}
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  \begin{lstlisting}
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In []: c
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Out[]: 
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array([[11, 12, 13],
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       [21, 22, 23],
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       [31, 32, 33]])
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In []: c[1][2]
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Out[]: 23
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In []: c[1,2]
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Out[]: 23
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In []: c[1]
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Out[]: array([21, 22, 23])
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  \end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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  \frametitle{Changing elements}
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  \begin{small}
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  \begin{lstlisting}
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In []: c[1,1] = -22
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In []: c
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Out[]: 
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array([[ 11,  12,  13],
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       [ 21, -22,  23],
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       [ 31,  32,  33]])
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In []: c[1] = 0
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In []: c
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Out[]: 
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array([[11, 12, 13],
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       [ 0,  0,  0],
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       [31, 32, 33]])
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  \end{lstlisting}
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  \end{small}
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How to change one \alert{column}?
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\end{frame}
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\begin{frame}[fragile]
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  \frametitle{Slicing}
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\begin{small}
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  \begin{lstlisting}
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In []: c[:,1]
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Out[]: array([12,  0, 32])
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In []: c[1,:]
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Out[]: array([0, 0, 0])
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In []: c[0:2,:]
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Out[]: 
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array([[11, 12, 13],
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       [ 0,  0,  0]])
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In []: c[1:3,:]
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Out[]: 
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array([[ 0,  0,  0],
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       [31, 32, 33]])
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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{Slicing \ldots}
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\begin{small}
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  \begin{lstlisting}
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In []: c[:2,:]
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Out[]: 
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array([[11, 12, 13],
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       [ 0,  0,  0]])
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In []: c[1:,:]
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Out[]: 
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array([[ 0,  0,  0],
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       [31, 32, 33]])
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In []: c[1:,:2]
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Out[]: 
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array([[ 0,  0],
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       [31, 32]])
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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{Striding}
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  \begin{small}
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  \begin{lstlisting}
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In []: c[::2,:]
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Out[]: 
361
a1ee950f3d6d Fixed few more errors found during REC workshop.
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array([[11, 12, 13],
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       [31, 32, 33]])
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318
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In []: c[:,::2]
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Out[]: 
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array([[11, 13],
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       [ 0,  0],
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       [31, 33]])
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318
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In []: c[::2,::2]
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Out[]: 
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array([[11, 13],
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       [31, 33]])
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  \end{lstlisting}
279
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  \end{small}
272
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\end{frame}
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\begin{frame}[fragile]
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  \frametitle{Shape of a matrix}
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  \begin{lstlisting}
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In []: c
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Out[]: 
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array([[11, 12, 13],
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       [ 0,  0,  0],
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       [31, 32, 33]])
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In []: c.shape
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Out[]: (3, 3)
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  \end{lstlisting}
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\emphbar{Shape specifies shape or dimensions of a matrix}
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\end{frame}
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\begin{frame}[fragile]
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  \frametitle{Slicing \& Striding Exercises}
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\begin{small}
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  \begin{lstlisting}
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In []: a = imread('lena.png')
282
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318
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In []: imshow(a)
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Out[]: <matplotlib.image.AxesImage object at 0xa0384cc>
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diff changeset
   304
272
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  \end{lstlisting}
282
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\end{small}
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  \begin{itemize}
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  \item Crop the image to get the top-left quarter
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  \item Crop the image to get only the face
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  \item Resize image to half by dropping alternate pixels
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  \end{itemize}
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\end{frame}
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282
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\begin{frame}[fragile]
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e072cadee389 Minor edits to session4.
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  \frametitle{Solutions}
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\begin{small}
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  \begin{lstlisting}
318
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   318
In []: imshow(a[:256,:256])
282
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Out[]: <matplotlib.image.AxesImage object at 0xb6f658c>
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diff changeset
   320
318
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In []: imshow(a[200:400,200:400])
282
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Out[]: <matplotlib.image.AxesImage object at 0xb757c2c>
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diff changeset
   323
318
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   324
In []: imshow(a[::2,::2])
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Out[]: <matplotlib.image.AxesImage object at 0xb765c8c>
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   326
  \end{lstlisting}
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\end{small}
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\end{frame}
214
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   329
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\begin{frame}[fragile]
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\frametitle{Transpose of a Matrix}
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   332
\begin{lstlisting}
330
46533051b9d3 commited changes made for scipy and cheatsheats.
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diff changeset
   333
In []: a = array([[ 1,  1,  2, -1],
46533051b9d3 commited changes made for scipy and cheatsheats.
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  ...:            [ 2,  5, -1, -9],
46533051b9d3 commited changes made for scipy and cheatsheats.
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  ...:            [ 2,  1, -1,  3],
46533051b9d3 commited changes made for scipy and cheatsheats.
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diff changeset
   336
  ...:            [ 1, -3,  2,  7]])
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diff changeset
   337
318
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   338
In []: a.T
235
8eab0fee0fc2 Updated session 4 day 1.
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   339
Out[]:
274
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array([[ 1,  2,  2,  1],
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       [ 1,  5,  1, -3],
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       [ 2, -1, -1,  2],
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       [-1, -9,  3,  7]])
214
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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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   349
  \begin{lstlisting}
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   350
In []: sum(a)
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   351
Out[]: 12
214
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  \end{lstlisting}
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   353
\end{frame}
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   354
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   355
\begin{frame}[fragile]
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  \frametitle{Matrix Addition}
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  \begin{lstlisting}
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   358
In []: b = array([[3,2,-1,5],
274
34f71bdd0263 Loads of changes done.
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                  [2,-2,4,9],
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                  [-1,0.5,-1,-7],
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                  [9,-5,7,3]])
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In []: a + b
214
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   363
Out[]: 
274
34f71bdd0263 Loads of changes done.
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array([[  4. ,   3. ,   1. ,   4. ],
34f71bdd0263 Loads of changes done.
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       [  4. ,   3. ,   3. ,   0. ],
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       [  1. ,   1.5,  -2. ,  -4. ],
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       [ 10. ,  -8. ,   9. ,  10. ]])
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  \end{lstlisting}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Elementwise Multiplication}
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   373
\begin{lstlisting}
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   374
In []: a*b
274
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   375
Out[]: 
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array([[  3. ,   2. ,  -2. ,  -5. ],
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       [  4. , -10. ,  -4. , -81. ],
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       [ -2. ,   0.5,   1. , -21. ],
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diff changeset
   379
       [  9. ,  15. ,  14. ,  21. ]])
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   380
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\end{lstlisting}
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\end{frame}
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   383
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\begin{frame}[fragile]
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\frametitle{Matrix Multiplication}
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diff changeset
   386
\begin{lstlisting}
318
e75d3c993ed5 Corrected errata in Matrices slides.
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parents: 304
diff changeset
   387
In []: dot(a, b)
214
19592f802dde Added matrix operations.
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parents: 213
diff changeset
   388
Out[]: 
274
34f71bdd0263 Loads of changes done.
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diff changeset
   389
array([[ -6. ,   6. ,  -6. ,  -3. ],
34f71bdd0263 Loads of changes done.
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parents: 253
diff changeset
   390
       [-64. ,  38.5, -44. ,  35. ],
34f71bdd0263 Loads of changes done.
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parents: 253
diff changeset
   391
       [ 36. , -13.5,  24. ,  35. ],
34f71bdd0263 Loads of changes done.
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parents: 253
diff changeset
   392
       [ 58. , -26. ,  34. , -15. ]])
214
19592f802dde Added matrix operations.
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parents: 213
diff changeset
   393
\end{lstlisting}
19592f802dde Added matrix operations.
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parents: 213
diff changeset
   394
\end{frame}
19592f802dde Added matrix operations.
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parents: 213
diff changeset
   395
118
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Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   396
\begin{frame}[fragile]
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   397
\frametitle{Inverse of a Matrix}
274
34f71bdd0263 Loads of changes done.
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parents: 253
diff changeset
   398
\begin{lstlisting}
318
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parents: 304
diff changeset
   399
In []: inv(a)
274
34f71bdd0263 Loads of changes done.
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parents: 253
diff changeset
   400
\end{lstlisting}
131
b3a78754c4a9 Minor edits to day1 session4.
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parents: 127
diff changeset
   401
\begin{small}
118
c7f85ba59af3 Added session4.tex.
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parents:
diff changeset
   402
\begin{lstlisting}
179
eea01ca072ff Updated session 2.tex of Day 1.
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parents: 178
diff changeset
   403
Out[]: 
274
34f71bdd0263 Loads of changes done.
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parents: 253
diff changeset
   404
array([[-0.5 ,  0.55, -0.15,  0.7 ],
34f71bdd0263 Loads of changes done.
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parents: 253
diff changeset
   405
       [ 0.75, -0.5 ,  0.5 , -0.75],
34f71bdd0263 Loads of changes done.
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parents: 253
diff changeset
   406
       [ 0.5 , -0.15, -0.05, -0.1 ],
34f71bdd0263 Loads of changes done.
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parents: 253
diff changeset
   407
       [ 0.25, -0.25,  0.25, -0.25]])
118
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   408
\end{lstlisting}
131
b3a78754c4a9 Minor edits to day1 session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 127
diff changeset
   409
\end{small}
118
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   410
\end{frame}
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   411
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   412
\begin{frame}[fragile]
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   413
\frametitle{Determinant}
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   414
\begin{lstlisting}
318
e75d3c993ed5 Corrected errata in Matrices slides.
Puneeth Chaganti <punchagan@fossee.in>
parents: 304
diff changeset
   415
In []: det(a)
274
34f71bdd0263 Loads of changes done.
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parents: 253
diff changeset
   416
Out[]: 80.0
118
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   417
\end{lstlisting}
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   418
\end{frame}
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   419
263
8a4a1e5aec85 Changes made for Goa workshop .
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parents: 253
diff changeset
   420
%%use S=array(X,Y)
118
c7f85ba59af3 Added session4.tex.
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parents:
diff changeset
   421
\begin{frame}[fragile]
274
34f71bdd0263 Loads of changes done.
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parents: 253
diff changeset
   422
\frametitle{Eigenvalues and Eigen Vectors}
131
b3a78754c4a9 Minor edits to day1 session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 127
diff changeset
   423
\begin{small}
118
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   424
\begin{lstlisting}
318
e75d3c993ed5 Corrected errata in Matrices slides.
Puneeth Chaganti <punchagan@fossee.in>
parents: 304
diff changeset
   425
In []: e = array([[3,2,4],[2,0,2],[4,2,3]])
253
e446ed7287d7 Updated session 2 and session 4 slides of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 240
diff changeset
   426
318
e75d3c993ed5 Corrected errata in Matrices slides.
Puneeth Chaganti <punchagan@fossee.in>
parents: 304
diff changeset
   427
In []: eig(e)
214
19592f802dde Added matrix operations.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 213
diff changeset
   428
Out[]: 
253
e446ed7287d7 Updated session 2 and session 4 slides of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 240
diff changeset
   429
(array([-1.,  8., -1.]),
274
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   430
 array([[-0.74535599,  0.66666667, -0.1931126 ],
253
e446ed7287d7 Updated session 2 and session 4 slides of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 240
diff changeset
   431
        [ 0.2981424 ,  0.33333333, -0.78664085],
e446ed7287d7 Updated session 2 and session 4 slides of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 240
diff changeset
   432
        [ 0.59628479,  0.66666667,  0.58643303]]))
e446ed7287d7 Updated session 2 and session 4 slides of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 240
diff changeset
   433
318
e75d3c993ed5 Corrected errata in Matrices slides.
Puneeth Chaganti <punchagan@fossee.in>
parents: 304
diff changeset
   434
In []: eigvals(e)
253
e446ed7287d7 Updated session 2 and session 4 slides of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 240
diff changeset
   435
Out[]: array([-1.,  8., -1.])
118
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   436
\end{lstlisting}
131
b3a78754c4a9 Minor edits to day1 session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 127
diff changeset
   437
\end{small}
118
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   438
\end{frame}
127
44c2f614e321 Updated Integration section in Session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 124
diff changeset
   439
272
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   440
%% \begin{frame}[fragile]
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
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parents: 268
diff changeset
   441
%% \frametitle{Computing Norms}
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
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parents: 268
diff changeset
   442
%% \begin{lstlisting}
318
e75d3c993ed5 Corrected errata in Matrices slides.
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parents: 304
diff changeset
   443
%% In []: norm(e)
272
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
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parents: 268
diff changeset
   444
%% Out[]: 8.1240384046359608
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   445
%% \end{lstlisting}
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   446
%% \end{frame}
214
19592f802dde Added matrix operations.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 213
diff changeset
   447
272
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   448
%% \begin{frame}[fragile]
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
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parents: 268
diff changeset
   449
%%   \frametitle{Singular Value Decomposition}
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
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parents: 268
diff changeset
   450
%%   \begin{small}
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
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parents: 268
diff changeset
   451
%%   \begin{lstlisting}
318
e75d3c993ed5 Corrected errata in Matrices slides.
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parents: 304
diff changeset
   452
%% In []: svd(e)
272
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   453
%% Out[]: 
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   454
%% (array(
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   455
%% [[ -6.66666667e-01,  -1.23702565e-16,   7.45355992e-01],
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   456
%%  [ -3.33333333e-01,  -8.94427191e-01,  -2.98142397e-01],
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   457
%%  [ -6.66666667e-01,   4.47213595e-01,  -5.96284794e-01]]),
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   458
%%  array([ 8.,  1.,  1.]),
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   459
%%  array([[-0.66666667, -0.33333333, -0.66666667],
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
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parents: 268
diff changeset
   460
%%         [-0.        ,  0.89442719, -0.4472136 ],
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   461
%%         [-0.74535599,  0.2981424 ,  0.59628479]]))
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   462
%%   \end{lstlisting}
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   463
%%   \end{small}
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   464
%% \inctime{15}
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   465
%% \end{frame}
214
19592f802dde Added matrix operations.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 213
diff changeset
   466
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   467
\section{Least Squares Fit}
214
19592f802dde Added matrix operations.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 213
diff changeset
   468
\begin{frame}[fragile]
293
f7d7b5565232 Added another ODE example to session6.
Puneeth Chaganti <punchagan@fossee.in>
parents: 286
diff changeset
   469
\frametitle{$L$ vs. $T^2$ - Scatter}
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   470
\vspace{-0.15in}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   471
\begin{figure}
282
b2dafce03b8d Added Slicing and Striding exercises.
Puneeth Chaganti <punchagan@fossee.in>
parents: 281
diff changeset
   472
\includegraphics[width=4in]{data/L-Tsq-points}
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   473
\end{figure}
178
8a3a9d98fa84 Changed functions section and some minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 172
diff changeset
   474
\end{frame}
8a3a9d98fa84 Changed functions section and some minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 172
diff changeset
   475
8a3a9d98fa84 Changed functions section and some minor edits.
Puneeth Chaganti <punchagan@fossee.in>
parents: 172
diff changeset
   476
\begin{frame}[fragile]
293
f7d7b5565232 Added another ODE example to session6.
Puneeth Chaganti <punchagan@fossee.in>
parents: 286
diff changeset
   477
\frametitle{$L$ vs. $T^2$ - Line}
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   478
\vspace{-0.15in}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   479
\begin{figure}
282
b2dafce03b8d Added Slicing and Striding exercises.
Puneeth Chaganti <punchagan@fossee.in>
parents: 281
diff changeset
   480
\includegraphics[width=4in]{data/L-Tsq-Line}
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   481
\end{figure}
232
b9748af050c4 Updated the session 4, day 1 slides.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 214
diff changeset
   482
\end{frame}
127
44c2f614e321 Updated Integration section in Session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 124
diff changeset
   483
232
b9748af050c4 Updated the session 4, day 1 slides.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 214
diff changeset
   484
\begin{frame}[fragile]
293
f7d7b5565232 Added another ODE example to session6.
Puneeth Chaganti <punchagan@fossee.in>
parents: 286
diff changeset
   485
\frametitle{$L$ vs. $T^2$ }
f7d7b5565232 Added another ODE example to session6.
Puneeth Chaganti <punchagan@fossee.in>
parents: 286
diff changeset
   486
\frametitle{$L$ vs. $T^2$ - Least Square Fit}
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   487
\vspace{-0.15in}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   488
\begin{figure}
282
b2dafce03b8d Added Slicing and Striding exercises.
Puneeth Chaganti <punchagan@fossee.in>
parents: 281
diff changeset
   489
\includegraphics[width=4in]{data/least-sq-fit}
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   490
\end{figure}
232
b9748af050c4 Updated the session 4, day 1 slides.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 214
diff changeset
   491
\end{frame}
b9748af050c4 Updated the session 4, day 1 slides.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 214
diff changeset
   492
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   493
\begin{frame}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   494
\frametitle{Least Square Fit Curve}
361
a1ee950f3d6d Fixed few more errors found during REC workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 354
diff changeset
   495
\begin{center}
274
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   496
\begin{itemize}
361
a1ee950f3d6d Fixed few more errors found during REC workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 354
diff changeset
   497
\item $L \alpha T^2$
a1ee950f3d6d Fixed few more errors found during REC workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 354
diff changeset
   498
\item Best Fit Curve $\rightarrow$ Linear
a1ee950f3d6d Fixed few more errors found during REC workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 354
diff changeset
   499
  \begin{itemize}
a1ee950f3d6d Fixed few more errors found during REC workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 354
diff changeset
   500
  \item Least Square Fit
a1ee950f3d6d Fixed few more errors found during REC workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 354
diff changeset
   501
  \end{itemize}
a1ee950f3d6d Fixed few more errors found during REC workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 354
diff changeset
   502
\item \typ{lstsq()} 
274
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   503
\end{itemize}
361
a1ee950f3d6d Fixed few more errors found during REC workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 354
diff changeset
   504
\end{center}
274
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   505
\end{frame}
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   506
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   507
\begin{frame}[fragile]
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   508
\frametitle{\typ{lstsq}}
274
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   509
\begin{itemize}
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   510
\item We need to fit a line through points for the equation $T^2 = m \cdot L+c$
337
56aa2efbf7d9 Changes at scipy.in
Puneeth Chaganti <punchagan@fossee.in>
parents: 330
diff changeset
   511
\item In matrix form, the equation can be represented as $T_{sq} = A \cdot p$, where $T_{sq}$ is
56aa2efbf7d9 Changes at scipy.in
Puneeth Chaganti <punchagan@fossee.in>
parents: 330
diff changeset
   512
  $\begin{bmatrix}
56aa2efbf7d9 Changes at scipy.in
Puneeth Chaganti <punchagan@fossee.in>
parents: 330
diff changeset
   513
  T^2_1 \\
56aa2efbf7d9 Changes at scipy.in
Puneeth Chaganti <punchagan@fossee.in>
parents: 330
diff changeset
   514
  T^2_2 \\
56aa2efbf7d9 Changes at scipy.in
Puneeth Chaganti <punchagan@fossee.in>
parents: 330
diff changeset
   515
  \vdots\\
56aa2efbf7d9 Changes at scipy.in
Puneeth Chaganti <punchagan@fossee.in>
parents: 330
diff changeset
   516
  T^2_N \\
56aa2efbf7d9 Changes at scipy.in
Puneeth Chaganti <punchagan@fossee.in>
parents: 330
diff changeset
   517
  \end{bmatrix}$
56aa2efbf7d9 Changes at scipy.in
Puneeth Chaganti <punchagan@fossee.in>
parents: 330
diff changeset
   518
, A is   
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   519
  $\begin{bmatrix}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   520
  L_1 & 1 \\
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   521
  L_2 & 1 \\
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   522
  \vdots & \vdots\\
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   523
  L_N & 1 \\
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   524
  \end{bmatrix}$
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   525
  and p is 
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   526
  $\begin{bmatrix}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   527
  m\\
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   528
  c\\
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   529
  \end{bmatrix}$
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   530
\item We need to find $p$ to plot the line
274
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   531
\end{itemize}
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   532
\end{frame}
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   533
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   534
\begin{frame}[fragile]
304
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   535
\frametitle{Getting $L$ and $T^2$}
373
f04eca8b2f3d Commits from NIT DGP and IITK
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 366
diff changeset
   536
%If you \alert{closed} IPython after session 2
304
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   537
\begin{lstlisting}
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   538
In []: l = []
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   539
In []: t = []
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   540
In []: for line in open('pendulum.txt'):
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   541
  ....     point = line.split()
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   542
  ....     l.append(float(point[0]))
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   543
  ....     t.append(float(point[1]))
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   544
  ....
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   545
  ....
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   546
\end{lstlisting}
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   547
\end{frame}
319
cef948318842 Minor edits to sessions 2, 4, 6 on day1.
Puneeth Chaganti <punchagan@fossee.in>
parents: 318
diff changeset
   548
cef948318842 Minor edits to sessions 2, 4, 6 on day1.
Puneeth Chaganti <punchagan@fossee.in>
parents: 318
diff changeset
   549
\begin{frame}[fragile]
cef948318842 Minor edits to sessions 2, 4, 6 on day1.
Puneeth Chaganti <punchagan@fossee.in>
parents: 318
diff changeset
   550
\frametitle{Getting $L$ and $T^2$ \dots}
cef948318842 Minor edits to sessions 2, 4, 6 on day1.
Puneeth Chaganti <punchagan@fossee.in>
parents: 318
diff changeset
   551
\begin{lstlisting}
cef948318842 Minor edits to sessions 2, 4, 6 on day1.
Puneeth Chaganti <punchagan@fossee.in>
parents: 318
diff changeset
   552
In []: l = array(l)
cef948318842 Minor edits to sessions 2, 4, 6 on day1.
Puneeth Chaganti <punchagan@fossee.in>
parents: 318
diff changeset
   553
In []: t = array(t)
cef948318842 Minor edits to sessions 2, 4, 6 on day1.
Puneeth Chaganti <punchagan@fossee.in>
parents: 318
diff changeset
   554
\end{lstlisting}
cef948318842 Minor edits to sessions 2, 4, 6 on day1.
Puneeth Chaganti <punchagan@fossee.in>
parents: 318
diff changeset
   555
\alert{\typ{In []: tsq = t*t}}
cef948318842 Minor edits to sessions 2, 4, 6 on day1.
Puneeth Chaganti <punchagan@fossee.in>
parents: 318
diff changeset
   556
\end{frame}
304
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   557
 
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   558
\begin{frame}[fragile]
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   559
\frametitle{Generating $A$}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   560
\begin{lstlisting}
304
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   561
In []: A = array([l, ones_like(l)])
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   562
In []: A = A.T
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   563
\end{lstlisting}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   564
%% \begin{itemize}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   565
%% \item A is also called a Van der Monde matrix
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   566
%% \item It can also be generated using \typ{vander}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   567
%% \end{itemize}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   568
%% \begin{lstlisting}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   569
%% In []: A = vander(L, 2)
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   570
%% \end{lstlisting}
274
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   571
\end{frame}
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   572
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   573
\begin{frame}[fragile]
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   574
\frametitle{\typ{lstsq} \ldots}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   575
\begin{itemize}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   576
\item Now use the \typ{lstsq} function
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   577
\item Along with a lot of things, it returns the least squares solution
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   578
\end{itemize}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   579
\begin{lstlisting}
319
cef948318842 Minor edits to sessions 2, 4, 6 on day1.
Puneeth Chaganti <punchagan@fossee.in>
parents: 318
diff changeset
   580
In []: result = lstsq(A,tsq)
272
e5fc37a9ca96 Added initial slides of Slicing and Striding to session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 268
diff changeset
   581
In []: coef = result[0]
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   582
\end{lstlisting}
253
e446ed7287d7 Updated session 2 and session 4 slides of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 240
diff changeset
   583
\end{frame}
e446ed7287d7 Updated session 2 and session 4 slides of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 240
diff changeset
   584
e446ed7287d7 Updated session 2 and session 4 slides of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 240
diff changeset
   585
\begin{frame}[fragile]
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   586
\frametitle{Least Square Fit Line \ldots}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   587
We get the points of the line from \typ{coef}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   588
\begin{lstlisting}
304
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   589
In []: Tline = coef[0]*l + coef[1]
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   590
\end{lstlisting}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   591
\begin{itemize}
304
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   592
\item Now plot \typ{Tline} vs. \typ{l}, to get the Least squares fit line. 
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   593
\end{itemize}
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   594
\begin{lstlisting}
304
c53251e506cc Updated session 4 of day 1.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 293
diff changeset
   595
In []: plot(l, Tline)
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   596
\end{lstlisting}
127
44c2f614e321 Updated Integration section in Session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 124
diff changeset
   597
\end{frame}
44c2f614e321 Updated Integration section in Session 4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 124
diff changeset
   598
285
e072cadee389 Minor edits to session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 282
diff changeset
   599
\begin{frame}[fragile]
e072cadee389 Minor edits to session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 282
diff changeset
   600
\frametitle{Least Squares Fit}
e072cadee389 Minor edits to session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 282
diff changeset
   601
\vspace{-0.15in}
e072cadee389 Minor edits to session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 282
diff changeset
   602
\begin{figure}
e072cadee389 Minor edits to session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 282
diff changeset
   603
\includegraphics[width=4in]{data/least-sq-fit}
e072cadee389 Minor edits to session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 282
diff changeset
   604
\end{figure}
e072cadee389 Minor edits to session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 282
diff changeset
   605
\end{frame}
e072cadee389 Minor edits to session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 282
diff changeset
   606
213
ce62706cf870 Resolved conflicts manually.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 203
diff changeset
   607
\section{Summary}
185
e59ab9ab1a89 Manual Merge with Mainline.
Puneeth Chaganti <punchagan@fossee.in>
parents: 179
diff changeset
   608
\begin{frame}
285
e072cadee389 Minor edits to session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 282
diff changeset
   609
  \frametitle{What did we learn?}
185
e59ab9ab1a89 Manual Merge with Mainline.
Puneeth Chaganti <punchagan@fossee.in>
parents: 179
diff changeset
   610
  \begin{itemize}
213
ce62706cf870 Resolved conflicts manually.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 203
diff changeset
   611
  \item Matrices
214
19592f802dde Added matrix operations.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 213
diff changeset
   612
    \begin{itemize}
293
f7d7b5565232 Added another ODE example to session6.
Puneeth Chaganti <punchagan@fossee.in>
parents: 286
diff changeset
   613
      \item Initializing
263
8a4a1e5aec85 Changes made for Goa workshop .
Shantanu <shantanu@fossee.in>
parents: 253
diff changeset
   614
      \item Accessing elements
285
e072cadee389 Minor edits to session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 282
diff changeset
   615
      \item Slicing and Striding
214
19592f802dde Added matrix operations.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 213
diff changeset
   616
      \item Transpose
19592f802dde Added matrix operations.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 213
diff changeset
   617
      \item Addition
19592f802dde Added matrix operations.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 213
diff changeset
   618
      \item Multiplication
19592f802dde Added matrix operations.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 213
diff changeset
   619
      \item Inverse of a matrix
19592f802dde Added matrix operations.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 213
diff changeset
   620
      \item Determinant
274
34f71bdd0263 Loads of changes done.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 253
diff changeset
   621
      \item Eigenvalues and Eigen vector
277
ef9337f7048c Added example for ones_like in session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 273
diff changeset
   622
      %% \item Norms
ef9337f7048c Added example for ones_like in session4.
Puneeth Chaganti <punchagan@fossee.in>
parents: 273
diff changeset
   623
      %% \item Singular Value Decomposition
214
19592f802dde Added matrix operations.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents: 213
diff changeset
   624
    \end{itemize}
268
f978ddc90960 Moved least square fitting to session 4; removed vander function.
Puneeth Chaganti <punchagan@fossee.in>
parents: 263
diff changeset
   625
  \item Least Square Curve fitting
185
e59ab9ab1a89 Manual Merge with Mainline.
Puneeth Chaganti <punchagan@fossee.in>
parents: 179
diff changeset
   626
  \end{itemize}
e59ab9ab1a89 Manual Merge with Mainline.
Puneeth Chaganti <punchagan@fossee.in>
parents: 179
diff changeset
   627
\end{frame}
e59ab9ab1a89 Manual Merge with Mainline.
Puneeth Chaganti <punchagan@fossee.in>
parents: 179
diff changeset
   628
118
c7f85ba59af3 Added session4.tex.
Santosh G. Vattam <vattam.santosh@gmail.com>
parents:
diff changeset
   629
\end{document}
343
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   630
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   631
%% Questions for Quiz %%
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   632
%% ------------------ %%
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   633
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   634
\begin{frame}[fragile]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   635
\frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   636
\begin{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   637
In []: a = array([[1, 2],
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   638
                  [3, 4]])
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   639
In []: a[1,0] = 0
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   640
\end{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   641
What is the resulting array?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   642
\end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   643
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   644
\begin{frame}[fragile]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   645
\frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   646
\begin{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   647
  In []: x = array(([1,2,3,4],
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   648
                    [2,3,4,5]))
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   649
  In []: x[-2][-3] = 4
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   650
  In []: print x
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   651
\end{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   652
What will be printed?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   653
\end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   654
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   655
%% \begin{frame}[fragile]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   656
%% \frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   657
%% \begin{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   658
%%   In []: x = array([[1,2,3,4],
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   659
%%                     [3,4,2,5]])
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   660
%% \end{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   661
%% What is the \lstinline+shape+ of this array?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   662
%% \end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   663
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   664
\begin{frame}[fragile]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   665
\frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   666
\begin{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   667
  In []: x = array([[1,2,3,4]])
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   668
\end{lstlisting}
354
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   669
How to change \lstinline+x+ to \lstinline+array([[1,2,0,4]])+?
343
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   670
\end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   671
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   672
\begin{frame}[fragile]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   673
\frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   674
\begin{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   675
  In []: x = array([[1,2,3,4],
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   676
                    [3,4,2,5]])
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   677
\end{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   678
How do you get the following slice of \lstinline+x+?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   679
\begin{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   680
array([[2,3],
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   681
       [4,2]])
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   682
\end{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   683
\end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   684
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   685
\begin{frame}[fragile]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   686
\frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   687
\begin{lstlisting}
354
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   688
  In []: x = array([[9,18,27],
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   689
                    [30,60,90],
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   690
                    [14,7,1]])
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   691
\end{lstlisting}
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   692
What is the output of \lstinline+x[::3,::3]+
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   693
\end{frame}
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   694
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   695
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   696
\begin{frame}[fragile]
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   697
\frametitle{\incqno }
5dc6c3673f9d Changes made during REC Chennai workshop.
Puneeth Chaganti <punchagan@fossee.in>
parents: 343
diff changeset
   698
\begin{lstlisting}
343
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   699
In []: a = array([[1, 2],
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   700
                  [3, 4]])
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   701
\end{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   702
How do you get the transpose of this array?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   703
\end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   704
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   705
\begin{frame}[fragile]
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   706
\frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   707
\begin{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   708
In []: a = array([[1, 2],
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   709
                  [3, 4]])
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   710
In []: b = array([[1, 1],
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   711
                  [2, 2]])
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   712
In []: a*b
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   713
\end{lstlisting}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   714
What does this produce?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   715
\end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   716
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   717
\begin{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   718
\frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   719
What command do you use to find the inverse of a matrix and its
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   720
eigenvalues?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   721
\end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   722
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   723
%% \begin{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   724
%% \frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   725
%% The file \lstinline+datafile.txt+ contains 3 columns of data.  What
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   726
%% command will you use to read the entire data file into an array?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   727
%% \end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   728
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   729
%% \begin{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   730
%% \frametitle{\incqno }
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   731
%% If the contents of the file \lstinline+datafile.txt+ is read into an
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   732
%% $N\times3$ array called \lstinline+data+, how would you obtain the third
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   733
%% column of this data?
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   734
%% \end{frame}
adb85e126341 Moved all day1 quiz questions to end of day1-sessions.
Puneeth Chaganti <punchagan@fossee.in>
parents: 339
diff changeset
   735