MLF | Lecture | Week-4

Lecture Outline

Linear Transformation




What is a linear transformation?



Linear Transformation




\[ \huge{T: V \rightarrow W} \]



Linear Transformation




\[ \huge{T: \mathbb{R}^{n} \rightarrow \mathbb{R}^m} \]



Linear Transformation




\[ \huge{T: \mathbb{R}^{2} \rightarrow \mathbb{R}^{2}} \]



Linear Transformation




\[ \beta = \left \{ \begin{bmatrix}1\\0\end{bmatrix}, \begin{bmatrix}0\\1\end{bmatrix} \right\} \]




Linear Transformation




\[ \beta = \left \{ \begin{bmatrix}1\\0\end{bmatrix}, \begin{bmatrix}0\\1\end{bmatrix} \right\} \]




\[ [T]_{\beta}^{\beta} = \begin{bmatrix} 2 & 0\\ 0 & 2 \end{bmatrix} \]

Linear Transformation

Linear Transformation




\[ \beta = \left \{ \begin{bmatrix}1\\0\end{bmatrix}, \begin{bmatrix}0\\1\end{bmatrix} \right\} \]




\[ [T]_{\beta}^{\beta} = \begin{bmatrix} 0 & -1\\ 1 & 0 \end{bmatrix} \]

Linear Transformation

Linear Transformation




\[ \beta = \left \{ \begin{bmatrix}1\\0\end{bmatrix}, \begin{bmatrix}0\\1\end{bmatrix} \right\} \]




\[ [T]_{\beta}^{\beta} = \begin{bmatrix} 0 & -2\\ 2 & 0 \end{bmatrix} \]

Linear Transformation

Linear Transformation



What is the linear transformation that we just saw?






Linear Transformation



What is the linear transformation that we just saw?


It is a composition of two transformations. What are they?






Linear Transformation



What is the linear transformation that we just saw?


It is a composition of two transformations. What are they?



\[ T_1 = \begin{bmatrix} 2 & 0\\ 0 & 2 \end{bmatrix}, T_2 = \begin{bmatrix} 0 & -1\\ 1 & 0 \end{bmatrix} \]




Linear Transformation



What is the linear transformation that we just saw?


It is a composition of two transformations. What are they?



\[ T_1 = \begin{bmatrix} 2 & 0\\ 0 & 2 \end{bmatrix}, T_2 = \begin{bmatrix} 0 & -1\\ 1 & 0 \end{bmatrix} \]
\[ T_1 T_2 = \begin{bmatrix} 2 & 0\\ 0 & 2 \end{bmatrix} \begin{bmatrix} 0 & -1\\ 1 & 0 \end{bmatrix} = \begin{bmatrix} 0 & -2\\ 2 & 0 \end{bmatrix} \]




Linear Transformation




\[ \beta = \left \{ \begin{bmatrix}1\\0\end{bmatrix}, \begin{bmatrix}0\\1\end{bmatrix} \right\} \]




\[ [T]_{\beta}^{\beta} = \begin{bmatrix} 2 & 1\\ 1 & 2 \end{bmatrix} \]

Linear Transformation