% Created 2011-06-08 Wed 10:17 \documentclass[presentation]{beamer} \usepackage[latin1]{inputenc} \usepackage[T1]{fontenc} \usepackage{fixltx2e} \usepackage{graphicx} \usepackage{longtable} \usepackage{float} \usepackage{wrapfig} \usepackage{soul} \usepackage{textcomp} \usepackage{marvosym} \usepackage{wasysym} \usepackage{latexsym} \usepackage{amssymb} \usepackage{hyperref} \tolerance=1000 \usepackage[english]{babel} \usepackage{ae,aecompl} \usepackage{mathpazo,courier,euler} \usepackage[scaled=.95]{helvet} \usepackage{listings} \lstset{language=Python, basicstyle=\ttfamily\bfseries, commentstyle=\color{red}\itshape, stringstyle=\color{darkgreen}, showstringspaces=false, keywordstyle=\color{blue}\bfseries} \providecommand{\alert}[1]{\textbf{#1}} \title{} \author{FOSSEE} \date{} \usetheme{Warsaw}\usecolortheme{default}\useoutertheme{infolines}\setbeamercovered{transparent} \begin{document} \begin{frame} \begin{center} \vspace{12pt} \textcolor{blue}{\huge Least Square Fit} \end{center} \vspace{18pt} \begin{center} \vspace{10pt} \includegraphics[scale=0.95]{../images/fossee-logo.png}\\ \vspace{5pt} \scriptsize Developed by FOSSEE Team, IIT-Bombay. \\ \scriptsize Funded by National Mission on Education through ICT\\ \scriptsize MHRD,Govt. of India\\ \includegraphics[scale=0.30]{../images/iitb-logo.png}\\ \end{center} \end{frame} \begin{frame} \frametitle{Objectives} \label{sec-2} At the end of this tutorial, you will be able to, \begin{itemize} \item Generate the least square fit line for a given set of points. \end{itemize} \end{frame} \begin{frame} \frametitle{Pre-requisite} \label{sec-3} Spoken tutorial on - \begin{itemize} \item Using plot interactively. \item Loading data from files. \item Getting started with arrays. \end{itemize} \end{frame} \begin{frame} \frametitle{Exercise 1} \label{sec-4} \begin{itemize} \item Generate a least square fit line for l v/s t$^2$ using the data in the file `pendulum.txt'. \end{itemize} \end{frame} \begin{frame} \frametitle{Summary} \label{sec-5} In this tutorial,we have learnt to, \begin{itemize} \item Generate a least square fit using matrices. \item Use the function ``lstsq()'' to generate a least square fit line. \end{itemize} \end{frame} \begin{frame} \frametitle{Evaluation} \label{sec-6} \begin{enumerate} \item What does ones$\_{\mathrm{like}}$([1, 2, 3]) produce \begin{itemize} \item array([1, 1, 1]) \item ~[1, 1, 1]~ \item ~[1.0, 1.0, 1.0]~ \item Error \end{itemize} \vspace{10pt} \item The plot of ``u'' vs ``v'' is a bunch of scattered points that show a linear trend. How do you find the least square fit line of ``u'' v/s ``v''. \end{enumerate} \end{frame} \begin{frame} \frametitle{Solutions} \label{sec-7} \begin{enumerate} \item array([1, 1, 1]) \vspace{15pt} \item A = array(u, ones\_like(u)).T\\ result = lstsq(A, v)\\ m, c = result[ 0 ]\\ lst\_line = m * u + c \end{enumerate} \end{frame} \begin{frame} \begin{block}{} \begin{center} \textcolor{blue}{\Large THANK YOU!} \end{center} \end{block} \begin{block}{} \begin{center} For more Information, visit our website\\ \url{http://fossee.in/} \end{center} \end{block} \end{frame} \end{document}