| author | Puneeth Chaganti <punchagan@fossee.in> |
| Wed, 01 Dec 2010 16:51:35 +0530 | |
| changeset 522 | d33698326409 |
| permissions | -rw-r--r-- |
|
522
d33698326409
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Puneeth Chaganti <punchagan@fossee.in>
parents:
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1 |
% Created 2010-11-07 Sun 15:18 |
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parents:
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\documentclass[presentation]{beamer}
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\usepackage[latin1]{inputenc}
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\usepackage[T1]{fontenc}
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\usepackage{fixltx2e}
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\usepackage{graphicx}
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\usepackage{longtable}
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\usepackage{float}
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\usepackage{wrapfig}
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\usepackage{soul}
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parents:
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\usepackage{t1enc}
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\usepackage{textcomp}
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\usepackage{marvosym}
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\usepackage{wasysym}
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\usepackage{latexsym}
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\usepackage{amssymb}
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\usepackage{hyperref}
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\tolerance=1000 |
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\usepackage[english]{babel} \usepackage{ae,aecompl}
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\usepackage{mathpazo,courier,euler} \usepackage[scaled=.95]{helvet}
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\usepackage{listings}
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\lstset{language=Python, basicstyle=\ttfamily\bfseries,
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commentstyle=\color{red}\itshape, stringstyle=\color{darkgreen},
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showstringspaces=false, keywordstyle=\color{blue}\bfseries}
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\providecommand{\alert}[1]{\textbf{#1}}
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\title{Getting started with arrays}
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\author{FOSSEE}
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\date{}
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\usetheme{Warsaw}\usecolortheme{default}\useoutertheme{infolines}\setbeamercovered{transparent}
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\begin{document}
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\maketitle |
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\begin{frame}
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\frametitle{Outline}
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\label{sec-1}
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\begin{itemize}
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\item Arrays |
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\begin{itemize}
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\item why arrays over lists |
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\end{itemize}
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\item Creating arrays |
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parents:
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\item Array operations |
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\end{itemize}
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\end{frame}
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parents:
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\begin{frame}
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\frametitle{Overview of Arrays}
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\label{sec-2}
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\begin{itemize}
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\item Arrays are homogeneous data structures. |
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\begin{itemize}
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\item elements have to the same data type |
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\end{itemize}
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\item Arrays are faster compared to lists |
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\begin{itemize}
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\item at least \emph{80-100 times} faster than lists
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\end{itemize}
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\end{itemize}
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\end{frame}
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\begin{frame}[fragile]
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\frametitle{Creating Arrays}
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\label{sec-3}
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82 |
\begin{itemize}
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83 |
\item Creating a 1-dimensional array |
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\end{itemize}
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85 |
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86 |
\begin{verbatim}
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87 |
In []: a1 = array([1, 2, 3, 4]) |
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88 |
\end{verbatim}
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89 |
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\texttt{[1, 2, 3, 4]} is a list.
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91 |
\end{frame}
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92 |
\begin{frame}[fragile]
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\frametitle{Creating two-dimensional array}
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\label{sec-4}
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95 |
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96 |
\begin{itemize}
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parents:
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97 |
\item Creating a 2-dimensional array |
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98 |
\end{itemize}
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99 |
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100 |
\begin{verbatim}
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101 |
In []: a2 = array([[1,2,3,4],[5,6,7,8]]) |
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102 |
\end{verbatim}
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103 |
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104 |
here we convert a list of lists to an array making a 2-d array. |
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parents:
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105 |
\begin{itemize}
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parents:
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106 |
\item Easier method of creating array with consecutive elements. |
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107 |
\end{itemize}
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108 |
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109 |
\begin{verbatim}
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110 |
In []: ar = arange(1,9) |
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111 |
\end{verbatim}
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112 |
\end{frame}
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113 |
\begin{frame}[fragile]
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114 |
\frametitle{\texttt{reshape()} method}
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115 |
\label{sec-5}
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116 |
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117 |
\begin{itemize}
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118 |
\item To reshape an array |
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119 |
\end{itemize}
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120 |
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121 |
\begin{verbatim}
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122 |
In []: ar.reshape(2, 4) |
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123 |
In []: ar.reshape(4, 2) |
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In []: ar = ar.reshape(2, 4) |
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125 |
\end{verbatim}
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126 |
\end{frame}
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127 |
\begin{frame}[fragile]
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128 |
\frametitle{Creating \texttt{array} from \texttt{list}.}
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129 |
\label{sec-6}
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130 |
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131 |
\begin{itemize}
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132 |
\item \texttt{array()} method accepts list as argument
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133 |
\item Creating a list |
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134 |
\begin{verbatim}
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135 |
In []: l1 = [1, 2, 3, 4] |
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136 |
\end{verbatim}
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137 |
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138 |
\item Creating an array |
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139 |
\begin{verbatim}
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140 |
In []: a3 = array(l1) |
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141 |
\end{verbatim}
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142 |
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143 |
\end{itemize}
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144 |
\end{frame}
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145 |
\begin{frame}
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146 |
\frametitle{Exercise 1}
|
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147 |
\label{sec-7}
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148 |
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149 |
Create a 3-dimensional array of the order (2, 2, 4). |
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150 |
\end{frame}
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151 |
\begin{frame}[fragile]
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152 |
\frametitle{\texttt{.shape} of array}
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153 |
\label{sec-8}
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154 |
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155 |
\begin{itemize}
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156 |
\item \texttt{.shape}
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157 |
To find the shape of the array |
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158 |
\begin{verbatim}
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159 |
In []: a1.shape |
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160 |
\end{verbatim}
|
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161 |
|
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162 |
\item \texttt{.shape}
|
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163 |
returns a tuple of shape |
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164 |
\end{itemize}
|
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165 |
\end{frame}
|
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166 |
\begin{frame}
|
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167 |
\frametitle{Exercise 2}
|
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168 |
\label{sec-9}
|
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169 |
|
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170 |
Find out the shape of the other arrays(a2, a3, ar) that we have created. |
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171 |
\end{frame}
|
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172 |
\begin{frame}[fragile]
|
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173 |
\frametitle{Homogeneous data}
|
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174 |
\label{sec-10}
|
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175 |
|
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176 |
\begin{itemize}
|
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|
177 |
\item All elements in array should be of same type |
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178 |
\begin{verbatim}
|
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179 |
In []: a4 = array([1,2,3,'a string']) |
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180 |
\end{verbatim}
|
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181 |
|
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182 |
\end{itemize}
|
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183 |
\end{frame}
|
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184 |
\begin{frame}[fragile]
|
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185 |
\frametitle{Implicit type casting}
|
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186 |
\label{sec-11}
|
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187 |
|
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188 |
\begin{verbatim}
|
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|
189 |
In []: a4 |
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|
190 |
\end{verbatim}
|
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|
191 |
|
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|
192 |
All elements are type casted to string type |
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193 |
\end{frame}
|
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|
194 |
\begin{frame}
|
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195 |
\frametitle{\texttt{identity()}, \texttt{zeros()} methods}
|
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196 |
\label{sec-12}
|
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197 |
|
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198 |
\begin{itemize}
|
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199 |
\item \texttt{identity(n)}
|
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200 |
Creates an identity matrix, a square matrix of order (n, n) with diagonal elements 1 and others 0. |
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201 |
\item \texttt{zeros((m, n))}
|
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|
202 |
Creates an \texttt{m X n} matrix with all elements 0.
|
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203 |
\end{itemize}
|
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|
204 |
\end{frame}
|
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|
205 |
\begin{frame}
|
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|
206 |
\frametitle{Learning exercise}
|
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|
207 |
\label{sec-13}
|
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208 |
|
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209 |
\begin{itemize}
|
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|
210 |
\item Find out about |
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|
211 |
|
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|
212 |
\begin{itemize}
|
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|
213 |
\item \texttt{zeros\_like()}
|
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|
214 |
\item \texttt{ones()}
|
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|
215 |
\item \texttt{ones\_like()}
|
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|
216 |
\end{itemize}
|
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changeset
|
217 |
|
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\end{itemize}
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\end{frame}
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\begin{frame}
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\frametitle{Array operations}
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\label{sec-14}
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\begin{itemize}
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\item \texttt{a1 * 2}
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returns a new array with all elements of \texttt{a1} multiplied by \texttt{2}.
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\begin{itemize}
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\item Similarly \texttt{+}, \texttt{-} \& \texttt{/}.
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\end{itemize}
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\item \texttt{a1 + 2}
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returns a new array with all elements of \texttt{a1} summed with \texttt{2}.
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\item \texttt{a1 += 2}
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adds \texttt{2} to all elements of array \texttt{a1}.
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\begin{itemize}
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\item Similarly \texttt{-=}, \texttt{*=} \& \texttt{/=}.
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\end{itemize}
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\item \texttt{a1 + a2}
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does elements-wise addition. |
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\begin{itemize}
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\item Similarly \texttt{-}, \texttt{*} \& \texttt{/}.
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\end{itemize}
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\item \texttt{a1 * a2}
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does element-wise multiplication |
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\end{itemize}
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\textbf{Note} - array(A) * array(B) does element wise multiplication and not matrix multiplication
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\end{frame}
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\begin{frame}
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\frametitle{Summary}
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\label{sec-15}
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In this tutorial we covered, |
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\begin{itemize}
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\item Basics of arrays |
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\item Creating arrays |
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\item Arrays from lists |
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\item Basic array operations |
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\end{itemize}
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\end{frame}
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\begin{frame}
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\frametitle{Thank you!}
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\label{sec-16}
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\begin{block}{}
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\begin{center}
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This spoken tutorial has been produced by the |
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\textcolor{blue}{FOSSEE} team, which is funded by the
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\end{center}
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\begin{center}
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\textcolor{blue}{National Mission on Education through \\
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Information \& Communication Technology \\ |
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MHRD, Govt. of India}. |
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\end{center}
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\end{block}
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\end{frame}
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283 |
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\end{document}
|