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\documentclass[../main.tex]{subfiles}
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\begin{document}
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\section{Lecture 5 - 07-04-2020}
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\subsection{Tree Classifier}
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\chapter{Lecture 5 - 07-04-2020}
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\section{Tree Classifier}
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testing error goes to 0).\\
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$$
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\\
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In practise Machine Learning algorithm use GNI or entropy to control the split
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\\\\
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\subsection{Tree Predictor}
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\section{Tree Predictor}
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\begin{itemize}
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this sort of “blackish” shape ( like boxes: blue box, red box, yellow box)\\
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A good exercise in which I want to reconstruct the tree given this picture.
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\\\\
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\subsection{Statistical model for Machine Learning}
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\section{Statistical model for Machine Learning}
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To understand Tree classifier, nearest neighbour and other algorithm...\\
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("C:\Program Files\MiKTeX 2.9\tex/latex/cjk\CJKfntef.sty"
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("C:\Program Files\MiKTeX 2.9\tex/latex/zhnumber\zhnumber.sty"
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Package: zhnumber 2019/04/07 v2.7 Typesetting numbers with Chinese glyphs
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\l__zhnum_scale_int=\count272
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\l__zhnum_byte_min_int=\count273
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\l__zhnum_byte_max_int=\count274
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("C:\Program Files\MiKTeX 2.9\tex/latex/zhnumber\zhnumber-utf8.cfg"
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File: zhnumber-utf8.cfg 2019/04/07 v2.7 Chinese numerals with UTF8 encoding
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))
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("C:\Program Files\MiKTeX 2.9\tex/latex/ctex/scheme\ctex-scheme-plain.def"
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File: ctex-scheme-plain.def 2019/05/29 v2.4.16 Plain scheme for generic (CTEX)
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)
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("C:\Program Files\MiKTeX 2.9\tex/latex/ctex/fontset\ctex-fontset-windows.def"
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File: ctex-fontset-windows.def 2019/05/29 v2.4.16 Windows fonts definition (CTE
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X)
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("C:\Program Files\MiKTeX 2.9\tex/latex/ctex/fontset\ctex-fontset-window
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Binary file not shown.
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@ -1,4 +1,4 @@
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\documentclass[12pt]{article}
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\documentclass[a4paper,12pt]{ElegantNote}
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\usepackage{amsmath}
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\usepackage{systeme}
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\usepackage{amssymb}
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@ -6,11 +6,17 @@
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\usepackage[english]{babel}
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\usepackage[dvipsnames]{xcolor}
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\usepackage{graphicx}
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\usepackage{xcolor}
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\usepackage{sectsty}
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\usepackage{framed}
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\usepackage{titlesec}
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\usepackage[T1]{fontenc}
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\graphicspath{ {./img/} }
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\definecolor{mypink}{cmyk}{0, 0.7808, 0.4429, 0.1412}
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\definecolor{mygray}{gray}{0.6}
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\usepackage{framed}
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\definecolor{DarkGreen}{RGB}{0,100,0}
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\definecolor{GoodGreen}{RGB}{46,139,87}
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||||
\newcommand\barra[1]{\mathbb{#1}}
|
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\newcommand\hnn{h_{NN}}
|
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@ -20,21 +26,33 @@
|
||||
\newcommand\sll{S_{\ell}}
|
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\newcommand\red[1]{\textcolor{BrickRed}{#1}}
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\newcommand\gray[1]{\textcolor{mygray}{#1}}
|
||||
\newcommand\col[2]{\textcolor{#2}{#1}}
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|
||||
\chapterfont{\color{Blue}}
|
||||
\sectionfont{\color{GoodGreen}}
|
||||
\subsectionfont{\color{GoodGreen}}
|
||||
|
||||
%\titleformat{\section}
|
||||
% {\normalfont\normalsize\bfseries}{\thesection.}{1em}{}
|
||||
|
||||
|
||||
\begin{document}
|
||||
|
||||
\begin{titlepage}
|
||||
\begin{center}
|
||||
\vspace*{1cm}
|
||||
\vspace*{0.1cm}
|
||||
|
||||
\Huge
|
||||
\textbf{Statistical Methods for Machine Learning}
|
||||
\textbf{\col{Statistical Methods for Machine Learning}{Blue}}
|
||||
|
||||
\vspace{0.5cm}
|
||||
\LARGE
|
||||
Data Science and Economics
|
||||
|
||||
Data Science and Economics \\
|
||||
Università degli Studi di Milano\\
|
||||
\vspace{0.5cm}
|
||||
|
||||
\includegraphics[width=.5\linewidth]{unimi}
|
||||
|
||||
\vspace{1.5cm}
|
||||
|
||||
\textbf{Andrea Ierardi}
|
||||
@ -43,16 +61,10 @@
|
||||
|
||||
Lecture notes
|
||||
|
||||
\vspace{0.8cm}
|
||||
|
||||
\includegraphics[width=.7\linewidth]{frontpage2}
|
||||
|
||||
\Large
|
||||
Università degli Studi di Milano
|
||||
\\
|
||||
Milan\\
|
||||
12/04/2020
|
||||
\vspace{1cm}
|
||||
|
||||
\includegraphics[width=0.9\linewidth]{front}
|
||||
|
||||
\end{center}
|
||||
\end{titlepage}
|
||||
|
||||
|
||||
@ -1,30 +0,0 @@
|
||||
\babel@toc {english}{}
|
||||
\contentsline {section}{\numberline {1}Lecture 1 - 09-03-2020}{3}%
|
||||
\contentsline {subsection}{\numberline {1.1}Introduction}{3}%
|
||||
\contentsline {section}{\numberline {2}Lecture 2 - 07-04-2020}{6}%
|
||||
\contentsline {subsection}{\numberline {2.1}Argomento}{6}%
|
||||
\contentsline {subsection}{\numberline {2.2}Loss}{6}%
|
||||
\contentsline {subsubsection}{\numberline {2.2.1}Absolute Loss}{6}%
|
||||
\contentsline {subsubsection}{\numberline {2.2.2}Square Loss}{7}%
|
||||
\contentsline {subsubsection}{\numberline {2.2.3}Example of information of square loss}{7}%
|
||||
\contentsline {subsubsection}{\numberline {2.2.4}labels and losses}{9}%
|
||||
\contentsline {subsubsection}{\numberline {2.2.5}Example TF(idf) documents encoding}{10}%
|
||||
\contentsline {section}{\numberline {3}Lecture 3 - 07-04-2020}{12}%
|
||||
\contentsline {subsection}{\numberline {3.1}Overfitting}{14}%
|
||||
\contentsline {subsubsection}{\numberline {3.1.1}Noise in the data}{14}%
|
||||
\contentsline {subsection}{\numberline {3.2}Underfitting}{16}%
|
||||
\contentsline {subsection}{\numberline {3.3}Nearest neighbour}{16}%
|
||||
\contentsline {section}{\numberline {4}Lecture 4 - 07-04-2020}{18}%
|
||||
\contentsline {subsection}{\numberline {4.1}Computing $h_{NN}$}{18}%
|
||||
\contentsline {subsection}{\numberline {4.2}Tree Predictor}{19}%
|
||||
\contentsline {section}{\numberline {5}Lecture 5 - 07-04-2020}{22}%
|
||||
\contentsline {subsection}{\numberline {5.1}Tree Classifier}{22}%
|
||||
\contentsline {subsection}{\numberline {5.2}Jensen’s inequality}{23}%
|
||||
\contentsline {subsection}{\numberline {5.3}Tree Predictor}{25}%
|
||||
\contentsline {subsection}{\numberline {5.4}Statistical model for Machine Learning}{26}%
|
||||
\contentsline {section}{\numberline {6}Lecture 6 - 07-04-2020}{28}%
|
||||
\contentsline {section}{\numberline {7}Lecture 7 - 07-04-2020}{29}%
|
||||
\contentsline {section}{\numberline {8}Lecture 8 - 07-04-2020}{30}%
|
||||
\contentsline {section}{\numberline {9}Lecture 9 - 07-04-2020}{31}%
|
||||
\contentsline {section}{\numberline {10}Lecture 10 - 07-04-2020}{32}%
|
||||
\contentsline {subsection}{\numberline {10.1}TO BE DEFINE}{32}%
|
||||
Loading…
Reference in New Issue
Block a user