-
Notifications
You must be signed in to change notification settings - Fork 1.3k
/
Copy pathmachine-learning-cheat-sheet.tex
119 lines (99 loc) · 3.46 KB
/
machine-learning-cheat-sheet.tex
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
%%%%%%%%%%%%%%%%%%%%%%%% editor.tex %%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%
% sample root file for the contributions of a "contributed volume"
%
% Use this file as a template for your own input.
%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Springer %%%%%%%%%%%%%%%%%%%%%%%%%%
% RECOMMENDED %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\documentclass[graybox, envcountchap, twocolumn]{styles/svmult}
% general metadata:
\author{[email protected]}
\title{Machine Learning Cheat Sheet}
\subtitle{Classical equations, diagrams and tricks in machine learning}
% choose options for [] as required from the list
% in the Reference Guide
\usepackage{amssymb,amsmath,bm}
\DeclareMathAlphabet{\mathcal}{OMS}{cmsy}{m}{n}
\usepackage{textcomp}
\newcommand\abs[1]{\left\lvert#1\right\rvert}
\usepackage{longtable}
\usepackage{algorithm2e}
\usepackage{tocbibind}
\usepackage[toc]{multitoc}
\renewcommand{\bibname}{References}
\usepackage{mathptmx} % selects Times Roman as basic font
\usepackage{helvet} % selects Helvetica as sans-serif font
\usepackage{courier} % selects Courier as typewriter font
%\usepackage{type1cm} % activate if the above 3 fonts are
% not available on your system
\usepackage{makeidx} % allows index generation
\usepackage{graphicx} % standard LaTeX graphics tool
% when including figure files
\usepackage[justification=centering]{caption}
\usepackage{subfig}
\usepackage{multicol} % used for the two-column index
\usepackage{multirow}
\usepackage[bottom]{footmisc}% places footnotes at page bottom
\usepackage[bookmarksnumbered=true,
bookmarksopen=true,
colorlinks=true,
linkcolor=blue,
anchorcolor=blue,
citecolor=blue
]{hyperref}
\graphicspath{{figures/}}
% see the list of further useful packages in the Reference Guide
\makeindex % used for the subject index
% please use the style svind.ist with
% your makeindex program
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{document}
\frontmatter%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\include{titlepage}
%\include{dedic}
%\include{foreword}
\include{preface}
%\include{acknow}
\tableofcontents
\include{cblist}
%\include{acronym}
\include{notation}
\mainmatter%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%\include{part}
\include{chapterIntroduction}
\include{chapterProbability}
\include{chapterGenerativeModels}
\include{chapterMVN}
\include{chapterBayesianStatistics}
\include{chapterFrequentistStatistics}
\include{chapterLinearRegression}
\include{chapterLogisticRegression}
\include{chapterGLM}
\include{chapterDGM}
\include{chapterEM}
\include{chapterLatentLinearModels}
\include{chapterSparseLinearModels}
\include{chapterKernels}
\include{chapterGP}
\include{chapterABM}
\include{chapterHMM}
\include{chapterSSM}
\include{chapterUGM}
\include{chapterExactInferenceForGraphicalModels}
\include{chapterVariationalInference}
\include{chapterMoreVariationalInference}
\include{chapterMonteCarloInference}
\include{chapterMCMC}
\include{chapterClustering}
\include{chapterStructureLearning}
\include{chapterLVM}
\include{chapterDeepLearning}
%
\backmatter%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\appendix
\include{chapterOptimization}
\include{glossary}
\printindex
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\end{document}