\documentclass[10pt,a4paper]{article} % Packages \usepackage{fancyhdr} % For header and footer \usepackage{multicol} % Allows multicols in tables \usepackage{tabularx} % Intelligent column widths \usepackage{tabulary} % Used in header and footer \usepackage{hhline} % Border under tables \usepackage{graphicx} % For images \usepackage{xcolor} % For hex colours %\usepackage[utf8x]{inputenc} % For unicode character support \usepackage[T1]{fontenc} % Without this we get weird character replacements \usepackage{colortbl} % For coloured tables \usepackage{setspace} % For line height \usepackage{lastpage} % Needed for total page number \usepackage{seqsplit} % Splits long words. %\usepackage{opensans} % Can't make this work so far. Shame. Would be lovely. \usepackage[normalem]{ulem} % For underlining links % Most of the following are not required for the majority % of cheat sheets but are needed for some symbol support. \usepackage{amsmath} % Symbols \usepackage{MnSymbol} % Symbols \usepackage{wasysym} % Symbols %\usepackage[english,german,french,spanish,italian]{babel} % Languages % Document Info \author{RobinX} \pdfinfo{ /Title (reinforcement-learning-cheat-sheet.pdf) /Creator (Cheatography) /Author (RobinX) /Subject (Reinforcement Learning Cheat Sheet) } % Lengths and widths \addtolength{\textwidth}{6cm} \addtolength{\textheight}{-1cm} \addtolength{\hoffset}{-3cm} \addtolength{\voffset}{-2cm} \setlength{\tabcolsep}{0.2cm} % Space between columns \setlength{\headsep}{-12pt} % Reduce space between header and content \setlength{\headheight}{85pt} % If less, LaTeX automatically increases it \renewcommand{\footrulewidth}{0pt} % Remove footer line \renewcommand{\headrulewidth}{0pt} % Remove header line \renewcommand{\seqinsert}{\ifmmode\allowbreak\else\-\fi} % Hyphens in seqsplit % This two commands together give roughly % the right line height in the tables \renewcommand{\arraystretch}{1.3} \onehalfspacing % Commands \newcommand{\SetRowColor}[1]{\noalign{\gdef\RowColorName{#1}}\rowcolor{\RowColorName}} % Shortcut for row colour \newcommand{\mymulticolumn}[3]{\multicolumn{#1}{>{\columncolor{\RowColorName}}#2}{#3}} % For coloured multi-cols \newcolumntype{x}[1]{>{\raggedright}p{#1}} % New column types for ragged-right paragraph columns \newcommand{\tn}{\tabularnewline} % Required as custom column type in use % Font and Colours \definecolor{HeadBackground}{HTML}{333333} \definecolor{FootBackground}{HTML}{666666} \definecolor{TextColor}{HTML}{333333} \definecolor{DarkBackground}{HTML}{A3A3A3} \definecolor{LightBackground}{HTML}{F3F3F3} \renewcommand{\familydefault}{\sfdefault} \color{TextColor} % Header and Footer \pagestyle{fancy} \fancyhead{} % Set header to blank \fancyfoot{} % Set footer to blank \fancyhead[L]{ \noindent \begin{multicols}{3} \begin{tabulary}{5.8cm}{C} \SetRowColor{DarkBackground} \vspace{-7pt} {\parbox{\dimexpr\textwidth-2\fboxsep\relax}{\noindent \hspace*{-6pt}\includegraphics[width=5.8cm]{/web/www.cheatography.com/public/images/cheatography_logo.pdf}} } \end{tabulary} \columnbreak \begin{tabulary}{11cm}{L} \vspace{-2pt}\large{\bf{\textcolor{DarkBackground}{\textrm{Reinforcement Learning Cheat Sheet}}}} \\ \normalsize{by \textcolor{DarkBackground}{RobinX} via \textcolor{DarkBackground}{\uline{cheatography.com/146714/cs/31778/}}} \end{tabulary} \end{multicols}} \fancyfoot[L]{ \footnotesize \noindent \begin{multicols}{3} \begin{tabulary}{5.8cm}{LL} \SetRowColor{FootBackground} \mymulticolumn{2}{p{5.377cm}}{\bf\textcolor{white}{Cheatographer}} \\ \vspace{-2pt}RobinX \\ \uline{cheatography.com/robinx} \\ \end{tabulary} \vfill \columnbreak \begin{tabulary}{5.8cm}{L} \SetRowColor{FootBackground} \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Cheat Sheet}} \\ \vspace{-2pt}Not Yet Published.\\ Updated 21st April, 2022.\\ Page {\thepage} of \pageref{LastPage}. \end{tabulary} \vfill \columnbreak \begin{tabulary}{5.8cm}{L} \SetRowColor{FootBackground} \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Sponsor}} \\ \SetRowColor{white} \vspace{-5pt} %\includegraphics[width=48px,height=48px]{dave.jpeg} Measure your website readability!\\ www.readability-score.com \end{tabulary} \end{multicols}} \begin{document} \raggedright \raggedcolumns % Set font size to small. Switch to any value % from this page to resize cheat sheet text: % www.emerson.emory.edu/services/latex/latex_169.html \footnotesize % Small font. \begin{tabularx}{17.67cm}{x{6.0445 cm} x{11.2255 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{17.67cm}}{\bf\textcolor{white}{Terminology}} \tn % Row 0 \SetRowColor{LightBackground} Agent & Pelaku \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} Reward & Hadiah \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} Action & Tindakan \tn % Row Count 3 (+ 1) % Row 3 \SetRowColor{white} State & Keadaan \tn % Row Count 4 (+ 1) % Row 4 \SetRowColor{LightBackground} Environment & Lingkungan \tn % Row Count 5 (+ 1) % Row 5 \SetRowColor{white} Eksploitasi & Aksi algoritme RL dalam menggunakan aksi sebelumnya yang mendapat reward positif. \tn % Row Count 9 (+ 4) % Row 6 \SetRowColor{LightBackground} Ekplorasi & Aksi algoritme RL dalam melakukan aksi berbeda untuk mencari reward positif yang lain. \tn % Row Count 13 (+ 4) % Row 7 \SetRowColor{white} Policy & Rules (aturan) atau strategi yang digunakan oleh agent untuk melakukan action (A) selanjutnya, berdasarkan state (S) saat ini. \tn % Row Count 18 (+ 5) % Row 8 \SetRowColor{LightBackground} Value function (V) & Total nilai jangka panjang yang diharapkan (expected longterm return without discount) dari state saat ini di bawah policy 𝜋. Value ini adalah kebalikan dari short-term reward (R). \tn % Row Count 26 (+ 8) % Row 9 \SetRowColor{white} Optimal Value Function & Sebuah fungsi yang memiliki nilai tertinggi untuk semua state dibandingkan dengan fungsi nilai lainnya. \tn % Row Count 30 (+ 4) \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{17.67cm}{x{6.0445 cm} x{11.2255 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{17.67cm}}{\bf\textcolor{white}{Terminology (cont)}} \tn % Row 10 \SetRowColor{LightBackground} Optimal Policy & Policy (kebijakan) yang memiliki fungsi nilai optimal. \tn % Row Count 3 (+ 3) % Row 11 \SetRowColor{white} Model Environment & Segala sesuatu yang meniru perilaku environment. Atau, secara umumnya, sebuah kesimpulan tentang bagaimana perilaku dari environment. \tn % Row Count 9 (+ 6) % Row 12 \SetRowColor{LightBackground} Model Based RL & Model dasar atau paling sederhana dan memiliki perencanaan terhadap tindakannya, atau dapat juga dimaknai sebagai agent mengeksploitasi informasi yang dipelajari sebelumnya untuk menyelesaikan tugasnya. \tn % Row Count 17 (+ 8) % Row 13 \SetRowColor{white} Model Free RL & Kebalikan dari model Model Based RL, karena agent belajar dari lingkungan melalui metode trial and error untuk memperoleh pengalamannya. \tn % Row Count 23 (+ 6) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{17.67cm}{p{1.727 cm} p{1.727 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{17.67cm}}{\bf\textcolor{white}{Tipe-Tipe Environment RL:}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{2}{x{17.67cm}}{Deterministic environment} \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} \mymulticolumn{2}{x{17.67cm}}{Stochastic environment} \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{2}{x{17.67cm}}{Fully observable environment} \tn % Row Count 3 (+ 1) % Row 3 \SetRowColor{white} \mymulticolumn{2}{x{17.67cm}}{Partially observable environment} \tn % Row Count 4 (+ 1) % Row 4 \SetRowColor{LightBackground} \mymulticolumn{2}{x{17.67cm}}{Discrete environment} \tn % Row Count 5 (+ 1) % Row 5 \SetRowColor{white} \mymulticolumn{2}{x{17.67cm}}{Continuous environment} \tn % Row Count 6 (+ 1) % Row 6 \SetRowColor{LightBackground} \mymulticolumn{2}{x{17.67cm}}{Episodic and non-episodic environment} \tn % Row Count 7 (+ 1) % Row 7 \SetRowColor{white} \mymulticolumn{2}{x{17.67cm}}{Single and multi-agent environment} \tn % Row Count 8 (+ 1) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \end{document}