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\chapter*{Instructions}
There are overall 42 hours of lectures.
For each hour there is a group of people assigned to summarise what happened in class \textbf{in roughly three pages}.
Each group is made of three students: two writers and a reviewer.
\subsection*{Writing directions}
Split your writing across the five parts of this document according to where it seems fit (see \nameref{chp:preface}).
Be consistent with the notation here specified.
\begin{itemize}[noitemsep,nolistsep]
\item Use \verb|\vect{}| and \verb|\matr{}| to decorate vectors and matrices respectively.
\item Start a new line \textbf{only and every time} you end a sentence with a period `.'; the \LaTeX\ engine will ignore this, but \verb|git| will love you.
\item Leave an empty line to start a new paragraph, and don't use the `\verb|\\|' break line (see \url{tex.stackexchange.com/a/225925/33287}).
\item Add date and group's authors name \textbf{as a comment}, after every \verb|\chapter|, \verb|\section|, and \verb|\subsection|.
\item The transposition symbol is obtained with \verb|^\top|. For example $(AB)^\top = B^\top A^\top$.
\end{itemize}
Feel free to create new chapters, sections, and subsections with corresponding labels \verb|\label{chp:}|, \verb|\label{sct:}|, and \verb|\label{ssc:}|.
\section*{Peer reviewing within groups}
Check for notation consistency, correctness, grammar, figure captioning, usage of \verb|\cref{}| instead of \verb|\ref{}|, \verb|\vect{}|, and \verb|\matr{}| to decorate vectors and matrices respectively, unnecessary use of bullet points or itemisations, missing references and use of links to papers PDF instead, usage of $\pr{}$, $\E{}$, and $\var{}$ for probability, expectation, and variance respectively using \verb|\Pr|, \verb|\E{}|, and \verb|\var{}|, \verb|\mid| for the conditional vertical bar, missing backslashes for $\log, \exp, \max$ and any badly formatted functions, $\ast$ for convolutions, $\odot$ for elementwise multiplication, usage of \verb|\caption[Short caption]{Full caption}|, use of the correct transposition symbol obtained with \verb|\tr{}|, just to name a few.
\section*{Taking inspiration}
You can take inspiration from the work done by the students at NYU, who collectively wrote up the lecture notes in \href{https://www.overleaf.com/read/pchjywcxjkxn
}{this document} last year.
For example, you may reuse the following constructs, and others, at your convenience:
\[
\matr{X} = \begin{bmatrix}
\rule[0.5mm]{0.8cm}{0.1mm} \; \vect{x}^{(1)} \; \rule[0.5mm]{0.8cm}{0.1mm} \\
\rule[0.5mm]{0.8cm}{0.1mm} \; \vect{x}^{(2)} \; \rule[0.5mm]{0.8cm}{0.1mm} \\
\vdots \\
\rule[0.5mm]{0.8cm}{0.1mm} \; \vect{x}^{(m)} \; \rule[0.5mm]{0.8cm}{0.1mm} \\
\end{bmatrix}_{m \times n}
\matr{Y} = \begin{bmatrix}
\rule[0.5mm]{0.8cm}{0.1mm} \; \vect{y}^{(1)} \; \rule[0.5mm]{0.8cm}{0.1mm} \\
\rule[0.5mm]{0.8cm}{0.1mm} \; \vect{y}^{(2)} \; \rule[0.5mm]{0.8cm}{0.1mm} \\
\vdots \\
\rule[0.5mm]{0.8cm}{0.1mm} \; \vect{y}^{(m)} \; \rule[0.5mm]{0.8cm}{0.1mm} \\
\end{bmatrix}_{m \times K}
\]
\[
\hat{\matr{A}}\vect{x} =
\begin{bmatrix}
\rule[0.5mm]{0.8cm}{0.1mm} \; \hat{\vect{a}}^{(1)} \; \rule[0.5mm]{0.8cm}{0.1mm} \\
\rule[0.5mm]{0.8cm}{0.1mm} \; \hat{\vect{a}}^{(2)} \; \rule[0.5mm]{0.8cm}{0.1mm} \\
\vdots \\
\rule[0.5mm]{0.8cm}{0.1mm} \; \hat{\vect{a}}^{(m)} \; \rule[0.5mm]{0.8cm}{0.1mm} \\
\end{bmatrix}
\begin{pmatrix}
\vrule height 0.6cm \\ \vect{x} \\ \vrule height 0.6cm
\end{pmatrix} =
\begin{pmatrix}
\hat{\vect{a}}^{(1)} \vect{x} \\ \hat{\vect{a}}^{(2)} \vect{x} \\ \vdots \\ \hat{\vect{a}}^{(m)} \vect{x}
\end{pmatrix}_{m \times 1}
\]
\[
\matr{T}^{(1)}\vect{x} =
\begin{bmatrix}
a_{1,1} & a_{1,2} & \dotsc & a_{1,k} & 0 & 0 & \dotsc & 0 \\
0 & a_{1,1} & a_{1,2} & \dotsc & a_{1,k} & 0 & \dotsc & 0 \\
0 & 0 & a_{1,1} & a_{1,2} & \dotsc & a_{1,k} & \dotsc & 0 \\
\vdots & \vdots & \vdots & \ddots & \ddots & \ddots & \ddots & \vdots \\
0 & \dotsc & 0 & 0 & a_{1,1} & a_{1,2} & \dotsc & a_{1,k}
\end{bmatrix}_{(n-k+1) \times n} =
\begin{pmatrix}
\vect{a}^{(1)} \vect{x}_{1:1+k-1} \\ \vect{a}^{(1)} \vect{x}_{2:2+k-1} \\ \vdots \\ \vect{a}^{(1)} \vect{x}_{n-k+1:n}
\end{pmatrix}_{(n-k+1) \times 1}
\]
Have fun!