Minor corrections before presentation

Before the presentation, some minor corrections were made to make the
points more clear.

1 files changed, 63 insertions, 13 deletions

diff --git a/reproducible-paper.tex b/reproducible-paper.tex
index 475b60d..fb9f732 100644
--- a/reproducible-paper.tex
+++ b/reproducible-paper.tex
@@ -12,8 +12,9 @@
     (\textcolor{blue}{\href{https://arxiv.org/abs/#1}{arXiv:#1}})}}
 
 %% Set the title
-\title{\LARGE Digging out the low-surface-brightness universe\\
-  \small understanding and constraining the limits of methods used}
+\title{\LARGE Digging out the low-surface-brightness
+  universe,\\ \textbf{BIG} Data, \textbf{BIG} responsibility
+  \\ {\normalsize (a practical solution for reproducibile science)}}
 
 %% Set the author
 \author{Mohammad Akhlaghi\\\vspace{2mm}\footnotesize Instituto de
@@ -91,20 +92,20 @@
 
 
 
+
+
   \newcommand{\imgtdir}{/home/mohammad/documents/personal/professional/astronomy/talks/in-prep/images}
   \begin{frame}{Reproducibility is critically important for low surface brightness astronomy}
     \small
     \begin{columns}
-      \column{6cm} Example: Outer surface brighntess of M51 in a
+      \column{6cm} Example: Outer surface brightness of M51 in a
       \alert{single-exposure} SDSS image, using NoiseChisel.
 
       \vspace{2mm}
       \begin{itemize}
         \setlength\itemsep{3mm}
       \item Outer wing detected to \alert{$\rm{S/N}=1/20$} or
-        \alert{$30.06$ mag/arcsec$^2$}.
-      \item Deep/orange image from Watkins+2015
-        (\textcolor{blue}{\href{https://arxiv.org/abs/1501.04599}{arXiv:1501.04599}}).
+        \alert{$\sim30$ mag/arcsec$^2$}.
       \item
         \textcolor{blue}{\href{https://www.gnu.org/software/gnuastro/manual/html_node/Detecting-large-extended-targets.html}{Complete
             tutorial}} in manual fully describes how to derive/reproduce
@@ -113,10 +114,16 @@
         \item \alert{Run-time} options/configuration.
         \item Steps \alert{before/after} NoiseChisel.
         \end{itemize}
-      \item Default settings will \alert{not} give this result.
+      \item Deep/orange image from Watkins+2015
+        (\textcolor{blue}{\href{https://arxiv.org/abs/1501.04599}{arXiv:1501.04599}}).
+      \item Therefore:
+        \begin{itemize}
+        \item Default settings \alert{not enough}.
+        \item Result not \alert{just from NoiseChisel}.
+        \end{itemize}
       \end{itemize}
 
-      \vspace{2mm}
+      \vspace{1mm}
       \begin{tcolorbox}[boxsep=0pt,left=1mm,right=1mm,top=1mm,bottom=1mm]
         Simply reporting in your paper that ``\emph{we used
           NoiseChisel}'' is \alert{not enough} to reproduce, understand,
@@ -135,6 +142,7 @@
 
 
 
+
   \begin{frame}{Reproducibility crisis in the sciences/astronomy}
     \begin{tcolorbox}[title=Snakes on a Spaceship -- An Overview of Python in Heliophysics]
       \small ``...\alert{inadequate analysis descriptions} and loss of
@@ -181,11 +189,12 @@
         \rule{0.5\linewidth}{1pt}
       \end{center}
       \begin{itemize}
-        \setlength\itemsep{1.5em}
+        \setlength\itemsep{0.5em}
       \item Involves data \alert{collection}.
       \item Inherently includes \alert{measurements errors}\\(can
         never be exactly reproduced).
       \item Example: Raw telescope image/spectra.
+      \item \alert{\textbf{NOT DISCUSSED HERE (Nacho's talk).}}
       \end{itemize}
 
       \vspace{3.5mm}
@@ -202,15 +211,15 @@
         \rule{0.5\linewidth}{1pt}
       \end{center}
       \begin{itemize}
-        \setlength\itemsep{1.5em}
+        \setlength\itemsep{1em}
       \item Involves data \alert{analysis}, or simulations.
       \item Starts \alert{after} data is collected/digitized.
       \item Example: $2+2=4$ (i.e., sum of datasets).
-      \item \textbf{\textcolor{green!50!black}{The type discussed here.}}
+      \item \textbf{\textcolor{green!50!black}{DISCUSSED HERE.}}
       \end{itemize}
 
       \centering
-      \vspace{1mm}
+      \vspace{3mm}
       \includegraphics[width=0.8\linewidth]{img/digital-tunnel.jpg}\\
       \vspace{-0.6mm}
       \tiny \href{https://tsongas.com/newsletter_articles/the-new-electronic-version-of-the-advantage/digital-tunnel-wallpaper/}{https://tsongas.com}
@@ -304,7 +313,7 @@
     \vspace{-1mm}
     \begin{tcolorbox}[boxsep=0pt,left=1mm,right=1mm,top=1mm,bottom=1mm]
       \small Data analysis [...] is a \alert{human
-        behaviour}. Researchers who hunt hard enough will turn up a
+        behavior}. Researchers who hunt hard enough will turn up a
       result that fits statistical criteria, but their
       \alert{discovery} will probably be a \alert{false positive}.
 
@@ -855,6 +864,47 @@
 
 
 
+  \begin{frame}{Future prospects...}
+    \large Adoption of reproducibility by many researchers will enable
+    the following:
+
+    \vspace{1em}
+    \begin{itemize}
+      \setlength\itemsep{3mm}
+    \item A repository for education/training \textcolor{gray}{(PhD
+      students, or researchers in other fields)}.
+    \item Easy \alert{verification}/\alert{understanding} of other
+      research projects \textcolor{gray}{(when necessary)}.
+    \item Trivially \alert{test} different steps of others' work
+      \textcolor{gray}{(different configurations, software and etc)}.
+    \item Science can progress \alert{incrementally}
+      \textcolor{gray}{(shorter papers actually building on each
+        other!)}.
+    \item Applying \alert{machine learning} on reproducible research
+      projects will allow us to solve \alert{Johan's Big Data
+        Challenges} \textcolor{gray}{(from this morning)}:
+
+      \vspace{1em}
+      \begin{itemize}
+        \setlength\itemsep{2mm}
+      \item ``\emph{Extract the relevant parameters automatically}''.
+      \item ``\emph{Translate the science we will see this week to enormous
+        samples}''.
+      \item ``\emph{Believe the results when no one will have time to
+        reproduce}''.
+      \item ``\emph{Have confidence in results derived using machine
+        learning or AI}''.
+      \end{itemize}
+
+      \item \textcolor{green!70!black}{\textbf{Sixth paradigm of scientific
+          discovery?}}.
+    \end{itemize}
+  \end{frame}
+
+
+
+
+
   \begin{frame}{GOOD NEWS: RDA adoption grant to IAC for this template}
       \begin{center}
         \includegraphics[width=3cm]{img/rda.png}\hspace{1cm}