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+#+LaTeX_CLASS: beamer
+#+LaTeX_CLASS_OPTIONS: [presentation]
+#+BEAMER_FRAME_LEVEL: 1
+
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+
+#+LaTeX_CLASS: beamer
+#+LaTeX_CLASS_OPTIONS: [presentation]
+
+#+LaTeX_HEADER: \usepackage[english]{babel} \usepackage{ae,aecompl}
+#+LaTeX_HEADER: \usepackage{mathpazo,courier,euler} \usepackage[scaled=.95]{helvet}
+
+#+LaTeX_HEADER: \usepackage{listings}
+
+#+LaTeX_HEADER:\lstset{language=Python, basicstyle=\ttfamily\bfseries,
+#+LaTeX_HEADER: commentstyle=\color{red}\itshape, stringstyle=\color{darkgreen},
+#+LaTeX_HEADER: showstringspaces=false, keywordstyle=\color{blue}\bfseries}
+
+#+TITLE: Accessing parts of arrays
+#+AUTHOR: FOSSEE
+#+EMAIL:
+#+DATE:
+
+#+DESCRIPTION:
+#+KEYWORDS:
+#+LANGUAGE: en
+#+OPTIONS: H:3 num:nil toc:nil \n:nil @:t ::t |:t ^:t -:t f:t *:t <:t
+#+OPTIONS: TeX:t LaTeX:nil skip:nil d:nil todo:nil pri:nil tags:not-in-toc
+
+* Outline
+ - Manipulating one and multi dimensional arrays
+ - Access and change individual elements
+ - Access and change rows and columns
+ - Slicing and striding on arrays to access chunks
+ - Read images into arrays and manipulations
+* Sample Arrays
+ #+begin_src python
+ In []: A = array([12, 23, 34, 45, 56])
+
+ In []: C = array([[11, 12, 13, 14, 15],
+ [21, 22, 23, 24, 25],
+ [31, 32, 33, 34, 35],
+ [41, 42, 43, 44, 45],
+ [51, 52, 53, 54, 55]])
+
+ #+end_src
+* Question 1
+ Change the last column of ~C~ to zeroes.
+* Solution 1
+ #+begin_src python
+ In []: C[:, -1] = 0
+ #+end_src
+* Question 2
+ Change ~A~ to ~[11, 12, 13, 14, 15]~.
+* Solution 2
+ #+begin_src python
+ In []: A[:] = [11, 12, 13, 14, 15]
+ #+end_src
+* squares.png
+ #+begin_latex
+ \begin{center}
+ \includegraphics[scale=0.6]{squares}
+ \end{center}
+ #+end_latex
+* Question 3
+ - obtain ~[22, 23]~ from ~C~.
+ - obtain ~[11, 21, 31, 41]~ from ~C~.
+ - obtain ~[21, 31, 41, 0]~.
+* Solution 3
+ #+begin_src python
+ In []: C[1, 1:3]
+ In []: C[0:4, 0]
+ In []: C[1:5, 0]
+ #+end_src
+* Question 4
+ Obtain ~[[23, 24], [33, -34]]~ from ~C~
+* Solution 4
+ #+begin_src python
+ In []: C[1:3, 2:4]
+ #+end_src
+* Question 5
+ Obtain the square in the center of the image
+* Solution 5
+ #+begin_src python
+ In []: imshow(I[75:225, 75:225])
+ #+end_src
+* Question 6
+ Obtain the following
+ #+begin_src python
+ [[12, 0], [42, 0]]
+ [[12, 13, 14], [0, 0, 0]]
+ #+end_src
+
+* Solution 6
+ #+begin_src python
+ In []: C[::3, 1::3]
+ In []: C[::4, 1:4]
+ #+end_src
+* Summary
+ You should now be able to --
+ - Manipulate 1D \& Multi dimensional arrays
+ - Access and change individual elements
+ - Access and change rows and columns
+ - Slice and stride on arrays
+ - Read images into arrays and manipulate them.
+* Thank you!
+#+begin_latex
+ \begin{block}{}
+ \begin{center}
+ This spoken tutorial has been produced by the
+ \textcolor{blue}{FOSSEE} team, which is funded by the
+ \end{center}
+ \begin{center}
+ \textcolor{blue}{National Mission on Education through \\
+ Information \& Communication Technology \\
+ MHRD, Govt. of India}.
+ \end{center}
+ \end{block}
+#+end_latex
+
+