yeger/Master-DataScience-Notes
1
0
Fork 0
mirror of https://github.com/Andreaierardi/Master-DataScience-Notes.git synced 2024-11-30 15:43:09 +01:00
Code Issues Projects Releases Wiki Activity

update title, chapter colour..

Browse Source
This commit is contained in:
Andreaierardi 2020-04-13 12:52:55 +02:00
parent cd82907763
commit b5aa522402
36 changed files with 4369 additions and 652 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

7
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture1.aux Normal file
View File

@ -0,0 +1,7 @@
\relax
\@nameuse{bbl@beforestart}
\babel@aux{english}{}
\@writefile{toc}{\contentsline {chapter}{\numberline {1}Lecture 1 - 09-03-2020}{1}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {section}{\numberline {1.1}Introduction}{1}\protected@file@percent }

402
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture1.log Normal file
View File

@ -0,0 +1,402 @@
This is pdfTeX, Version 3.14159265-2.6-1.40.21 (MiKTeX 2.9.7300 64-bit) (preloaded format=pdflatex 2020.4.13) 13 APR 2020 12:41
entering extended mode
**./lecture1.tex
(lecture1.tex
LaTeX2e <2020-02-02> patch level 5
L3 programming layer <2020-03-06>
("C:\Program Files\MiKTeX 2.9\tex/latex/subfiles\subfiles.cls"
Document Class: subfiles 2020/02/14 v1.6 Multi-file projects (class)
Preamble taken from file `../main.tex'
("C:\Program Files\MiKTeX 2.9\tex/latex/tools\verbatim.sty"
Package: verbatim 2019/11/10 v1.5r LaTeX2e package for verbatim enhancements
\every@verbatim=\toks15
\verbatim@line=\toks16
\verbatim@in@stream=\read2
)
("C:\Program Files\MiKTeX 2.9\tex/latex/import\import.sty"
Package: import 2020/04/01 v 6.2
) (../main.tex
("C:\Program Files\MiKTeX 2.9\tex/latex/base\report.cls"
Document Class: report 2019/12/20 v1.4l Standard LaTeX document class
("C:\Program Files\MiKTeX 2.9\tex/latex/base\size12.clo"
File: size12.clo 2019/12/20 v1.4l Standard LaTeX file (size option)
)
\c@part=\count167
\c@chapter=\count168
\c@section=\count169
\c@subsection=\count170
\c@subsubsection=\count171
\c@paragraph=\count172
\c@subparagraph=\count173
\c@figure=\count174
\c@table=\count175
\abovecaptionskip=\skip47
\belowcaptionskip=\skip48
\bibindent=\dimen134
)
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsmath.sty"
Package: amsmath 2020/01/20 v2.17e AMS math features
\@mathmargin=\skip49
For additional information on amsmath, use the `?' option.
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amstext.sty"
Package: amstext 2000/06/29 v2.01 AMS text
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsgen.sty"
File: amsgen.sty 1999/11/30 v2.0 generic functions
\@emptytoks=\toks17
\ex@=\dimen135
))
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsbsy.sty"
Package: amsbsy 1999/11/29 v1.2d Bold Symbols
\pmbraise@=\dimen136
)
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsopn.sty"
Package: amsopn 2016/03/08 v2.02 operator names
)
\inf@bad=\count176
LaTeX Info: Redefining \frac on input line 227.
\uproot@=\count177
\leftroot@=\count178
LaTeX Info: Redefining \overline on input line 389.
\classnum@=\count179
\DOTSCASE@=\count180
LaTeX Info: Redefining \ldots on input line 486.
LaTeX Info: Redefining \dots on input line 489.
LaTeX Info: Redefining \cdots on input line 610.
\Mathstrutbox@=\box45
\strutbox@=\box46
\big@size=\dimen137
LaTeX Font Info: Redeclaring font encoding OML on input line 733.
LaTeX Font Info: Redeclaring font encoding OMS on input line 734.
\macc@depth=\count181
\c@MaxMatrixCols=\count182
\dotsspace@=\muskip16
\c@parentequation=\count183
\dspbrk@lvl=\count184
\tag@help=\toks18
\row@=\count185
\column@=\count186
\maxfields@=\count187
\andhelp@=\toks19
\eqnshift@=\dimen138
\alignsep@=\dimen139
\tagshift@=\dimen140
\tagwidth@=\dimen141
\totwidth@=\dimen142
\lineht@=\dimen143
\@envbody=\toks20
\multlinegap=\skip50
\multlinetaggap=\skip51
\mathdisplay@stack=\toks21
LaTeX Info: Redefining \[ on input line 2859.
LaTeX Info: Redefining \] on input line 2860.
)
("C:\Program Files\MiKTeX 2.9\tex/latex/systeme\systeme.sty"
("C:\Program Files\MiKTeX 2.9\tex/latex/xstring\xstring.sty"
("C:\Program Files\MiKTeX 2.9\tex/generic/xstring\xstring.tex"
\integerpart=\count188
\decimalpart=\count189
)
Package: xstring 2019/02/06 v1.83 String manipulations (CT)
)
("C:\Program Files\MiKTeX 2.9\tex/generic/systeme\systeme.tex"
\SYS_systemecode=\toks22
\SYS_systempreamble=\toks23
\SYSeqnum=\count190
)
Package: systeme 2019/01/13 v0.32 Mise en forme de systemes d'equations (CT)
)
("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\amssymb.sty"
Package: amssymb 2013/01/14 v3.01 AMS font symbols
("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\amsfonts.sty"
Package: amsfonts 2013/01/14 v3.01 Basic AMSFonts support
\symAMSa=\mathgroup4
\symAMSb=\mathgroup5
LaTeX Font Info: Redeclaring math symbol \hbar on input line 98.
LaTeX Font Info: Overwriting math alphabet `\mathfrak' in version `bold'
(Font) U/euf/m/n --> U/euf/b/n on input line 106.
))
("C:\Program Files\MiKTeX 2.9\tex/latex/subfiles\subfiles.sty"
Package: subfiles 2020/02/14 v1.6 Multi-file projects (package)
)
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\babel.sty"
Package: babel 2020/02/28 3.41 The Babel package
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\switch.def"
File: switch.def 2020/02/28 3.41 Babel switching mechanism
)
*************************************
* Local config file bblopts.cfg used
*
("C:\Program Files\MiKTeX 2.9\tex/latex/arabi\bblopts.cfg"
File: bblopts.cfg 2005/09/08 v0.1 add Arabic and Farsi to "declared" options of
babel
)
("C:\Program Files\MiKTeX 2.9\tex/latex/babel-english\english.ldf"
Language: english 2017/06/06 v3.3r English support from the babel system
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\babel.def"
File: babel.def 2020/02/28 3.41 Babel common definitions
\babel@savecnt=\count191
\U@D=\dimen144
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\txtbabel.def")
\bbl@readstream=\read3
\bbl@dirlevel=\count192
)
Package babel Info: \l@canadian = using hyphenrules for english
(babel) (\language0) on input line 102.
Package babel Info: \l@australian = using hyphenrules for ukenglish
(babel) (\language72) on input line 105.
Package babel Info: \l@newzealand = using hyphenrules for ukenglish
(babel) (\language72) on input line 108.
))
("C:\Program Files\MiKTeX 2.9\tex/latex/xcolor\xcolor.sty"
Package: xcolor 2016/05/11 v2.12 LaTeX color extensions (UK)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-cfg\color.cfg"
File: color.cfg 2016/01/02 v1.6 sample color configuration
)
Package xcolor Info: Driver file: pdftex.def on input line 225.
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-def\pdftex.def"
File: pdftex.def 2018/01/08 v1.0l Graphics/color driver for pdftex
)
Package xcolor Info: Model `cmy' substituted by `cmy0' on input line 1348.
Package xcolor Info: Model `hsb' substituted by `rgb' on input line 1352.
Package xcolor Info: Model `RGB' extended on input line 1364.
Package xcolor Info: Model `HTML' substituted by `rgb' on input line 1366.
Package xcolor Info: Model `Hsb' substituted by `hsb' on input line 1367.
Package xcolor Info: Model `tHsb' substituted by `hsb' on input line 1368.
Package xcolor Info: Model `HSB' substituted by `hsb' on input line 1369.
Package xcolor Info: Model `Gray' substituted by `gray' on input line 1370.
Package xcolor Info: Model `wave' substituted by `hsb' on input line 1371.
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\dvipsnam.def"
File: dvipsnam.def 2016/06/17 v3.0m Driver-dependent file (DPC,SPQR)
))
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\graphicx.sty"
Package: graphicx 2019/11/30 v1.2a Enhanced LaTeX Graphics (DPC,SPQR)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\keyval.sty"
Package: keyval 2014/10/28 v1.15 key=value parser (DPC)
\KV@toks@=\toks24
)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\graphics.sty"
Package: graphics 2019/11/30 v1.4a Standard LaTeX Graphics (DPC,SPQR)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\trig.sty"
Package: trig 2016/01/03 v1.10 sin cos tan (DPC)
)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-cfg\graphics.cfg"
File: graphics.cfg 2016/06/04 v1.11 sample graphics configuration
)
Package graphics Info: Driver file: pdftex.def on input line 105.
)
\Gin@req@height=\dimen145
\Gin@req@width=\dimen146
)
("C:\Program Files\MiKTeX 2.9\tex/latex/sectsty\sectsty.sty"
Package: sectsty 2002/02/25 v2.0.2 Commands to change all sectional heading sty
les
LaTeX Warning: Command \underbar has changed.
Check if current package is valid.
LaTeX Warning: Command \underline has changed.
Check if current package is valid.
) ("C:\Program Files\MiKTeX 2.9\tex/latex/framed\framed.sty"
Package: framed 2011/10/22 v 0.96: framed or shaded text with page breaks
\OuterFrameSep=\skip52
\fb@frw=\dimen147
\fb@frh=\dimen148
\FrameRule=\dimen149
\FrameSep=\dimen150
)
("C:\Program Files\MiKTeX 2.9\tex/latex/titlesec\titlesec.sty"
Package: titlesec 2019/10/16 v2.13 Sectioning titles
\ttl@box=\box47
\beforetitleunit=\skip53
\aftertitleunit=\skip54
\ttl@plus=\dimen151
\ttl@minus=\dimen152
\ttl@toksa=\toks25
\titlewidth=\dimen153
\titlewidthlast=\dimen154
\titlewidthfirst=\dimen155
)
("C:\Program Files\MiKTeX 2.9\tex/latex/base\fontenc.sty"
Package: fontenc 2020/02/11 v2.0o Standard LaTeX package
)
("C:\Program Files\MiKTeX 2.9\tex/latex/fncychap\fncychap.sty"
Package: fncychap 2007/07/30 v1.34 LaTeX package (Revised chapters)
\RW=\skip55
\mylen=\skip56
\myhi=\skip57
\px=\skip58
\py=\skip59
\pyy=\skip60
\pxx=\skip61
)))
("C:\Program Files\MiKTeX 2.9\tex/latex/l3backend\l3backend-pdfmode.def"
File: l3backend-pdfmode.def 2020-03-12 L3 backend support: PDF mode
\l__kernel_color_stack_int=\count193
\l__pdf_internal_box=\box48
)
(lecture1.aux)
\openout1 = `lecture1.aux'.
LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for TS1/cmr/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
("C:\Program Files\MiKTeX 2.9\tex/context/base/mkii\supp-pdf.mkii"
[Loading MPS to PDF converter (version 2006.09.02).]
\scratchcounter=\count194
\scratchdimen=\dimen156
\scratchbox=\box49
\nofMPsegments=\count195
\nofMParguments=\count196
\everyMPshowfont=\toks26
\MPscratchCnt=\count197
\MPscratchDim=\dimen157
\MPnumerator=\count198
\makeMPintoPDFobject=\count199
\everyMPtoPDFconversion=\toks27
) ("C:\Program Files\MiKTeX 2.9\tex/latex/epstopdf-pkg\epstopdf-base.sty"
Package: epstopdf-base 2020-01-24 v2.11 Base part for package epstopdf
("C:\Program Files\MiKTeX 2.9\tex/generic/infwarerr\infwarerr.sty"
Package: infwarerr 2019/12/03 v1.5 Providing info/warning/error messages (HO)
)
("C:\Program Files\MiKTeX 2.9\tex/latex/grfext\grfext.sty"
Package: grfext 2019/12/03 v1.3 Manage graphics extensions (HO)
("C:\Program Files\MiKTeX 2.9\tex/generic/kvdefinekeys\kvdefinekeys.sty"
Package: kvdefinekeys 2019-12-19 v1.6 Define keys (HO)
))
("C:\Program Files\MiKTeX 2.9\tex/latex/kvoptions\kvoptions.sty"
Package: kvoptions 2019/11/29 v3.13 Key value format for package options (HO)
("C:\Program Files\MiKTeX 2.9\tex/generic/ltxcmds\ltxcmds.sty"
Package: ltxcmds 2019/12/15 v1.24 LaTeX kernel commands for general use (HO)
)
("C:\Program Files\MiKTeX 2.9\tex/generic/kvsetkeys\kvsetkeys.sty"
Package: kvsetkeys 2019/12/15 v1.18 Key value parser (HO)
))
("C:\Program Files\MiKTeX 2.9\tex/latex/pdftexcmds\pdftexcmds.sty"
Package: pdftexcmds 2019/11/24 v0.31 Utility functions of pdfTeX for LuaTeX (HO
)
("C:\Program Files\MiKTeX 2.9\tex/generic/iftex\iftex.sty"
Package: iftex 2020/03/06 v1.0d TeX engine tests
)
Package pdftexcmds Info: \pdf@primitive is available.
Package pdftexcmds Info: \pdf@ifprimitive is available.
Package pdftexcmds Info: \pdfdraftmode found.
)
Package epstopdf-base Info: Redefining graphics rule for `.eps' on input line 4
85.
Package grfext Info: Graphics extension search list:
(grfext) [.pdf,.png,.jpg,.mps,.jpeg,.jbig2,.jb2,.PDF,.PNG,.JPG,.JPE
G,.JBIG2,.JB2,.eps]
(grfext) \AppendGraphicsExtensions on input line 504.
)
Chapter 1.
LaTeX Font Info: Trying to load font information for OT1+pzc on input line 3
.
("C:\Program Files\MiKTeX 2.9\tex/latex/psnfss\ot1pzc.fd"
File: ot1pzc.fd 2020/03/25 font definitions for OT1/pzc.
)
LaTeX Font Info: Font shape `OT1/pzc/m/n' in size <76> not available
(Font) Font shape `OT1/pzc/m/it' tried instead on input line 3.
Overfull \hbox (10.0pt too wide) in paragraph at lines 3--3
[][][][][][][][][]
[]
LaTeX Font Info: Trying to load font information for T1+cmss on input line 3
.
("C:\Program Files\MiKTeX 2.9\tex/latex/base\t1cmss.fd"
File: t1cmss.fd 2019/12/16 v2.5j Standard LaTeX font definitions
)
Underfull \hbox (badness 10000) in paragraph at lines 8--95
[]
Underfull \hbox (badness 10000) in paragraph at lines 8--95
[]
[1
{C:/Users/AndreDany/AppData/Local/MiKTeX/2.9/pdftex/config/pdftex.map}]
LaTeX Font Info: Trying to load font information for U+msa on input line 96.
("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\umsa.fd"
File: umsa.fd 2013/01/14 v3.01 AMS symbols A
)
LaTeX Font Info: Trying to load font information for U+msb on input line 96.
("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\umsb.fd"
File: umsb.fd 2013/01/14 v3.01 AMS symbols B
)
Underfull \hbox (badness 10000) in paragraph at lines 98--138
[]
Underfull \hbox (badness 10000) in paragraph at lines 98--138
[]
Underfull \hbox (badness 10000) in paragraph at lines 98--138
[]
[2] [3] (lecture1.aux) )
Here is how much of TeX's memory you used:
5192 strings out of 480934
70233 string characters out of 2909670
340605 words of memory out of 3000000
20940 multiletter control sequences out of 15000+200000
542533 words of font info for 50 fonts, out of 3000000 for 9000
1141 hyphenation exceptions out of 8191
42i,9n,50p,332b,220s stack positions out of 5000i,500n,10000p,200000b,50000s
<C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/
ljfour/jknappen/ec/dpi600\tcrm1200.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX
\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\ecrm1200.pk> <C:\Users\AndreDany\AppDat
a\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\ecbx1728.pk> <C:\Users\An
dreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\ecsx1728.pk
>{C:/Program Files/MiKTeX 2.9/fonts/enc/dvips/base/8r.enc}<C:/Program Files/MiK
TeX 2.9/fonts/type1/public/amsfonts/cm/cmex10.pfb><C:/Program Files/MiKTeX 2.9/
fonts/type1/public/amsfonts/cm/cmmi12.pfb><C:/Program Files/MiKTeX 2.9/fonts/ty
pe1/public/amsfonts/cm/cmr12.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/publi
c/amsfonts/cm/cmsy10.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/urw/zapfchan/
uzcmi8a.pfb>
Output written on lecture1.pdf (3 pages, 76413 bytes).
PDF statistics:
143 PDF objects out of 1000 (max. 8388607)
0 named destinations out of 1000 (max. 500000)
1 words of extra memory for PDF output out of 10000 (max. 10000000)

BIN
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture1.pdf Normal file
View File

Binary file not shown.

BIN
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture1.synctex.gz Normal file
View File

Binary file not shown.

5
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture1.tex
View File

@ -1,9 +1,8 @@
\documentclass[../main.tex]{subfiles} \documentclass[../main.tex]{subfiles}
\begin{document} \begin{document}
\chapter{Lecture 1 - 09-03-2020}
\section{Lecture 1 - 09-03-2020} \section{Introduction}
\subsection{Introduction}
This is time for all good men to come to the aid of their party! This is time for all good men to come to the aid of their party!
MACHINE LEARNING MACHINE LEARNING

4
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture10.tex
View File

@ -1,8 +1,8 @@
\documentclass[../main.tex]{subfiles} \documentclass[../main.tex]{subfiles}
\begin{document} \begin{document}
\section{Lecture 10 - 07-04-2020} \chapter{Lecture 10 - 07-04-2020}
\subsection{TO BE DEFINE} \section{TO BE DEFINE}
$|E[z] = |E[|E[z|x]]$ $|E[z] = |E[|E[z|x]]$
\\\\ \\\\

13
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture2.aux Normal file
View File

@ -0,0 +1,13 @@
\relax
\@nameuse{bbl@beforestart}
\babel@aux{english}{}
\@writefile{toc}{\contentsline {chapter}{\numberline {1}Lecture 2 - 07-04-2020}{1}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {section}{\numberline {1.1}Argomento}{1}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {1.2}Loss}{1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {1.2.1}Absolute Loss}{2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {1.2.2}Square Loss}{2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {1.2.3}Example of information of square loss}{2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {1.2.4}labels and losses}{4}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {1.2.5}Example TF(idf) documents encoding}{5}\protected@file@percent }

468
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture2.log Normal file
View File

@ -0,0 +1,468 @@
This is pdfTeX, Version 3.14159265-2.6-1.40.21 (MiKTeX 2.9.7300 64-bit) (preloaded format=pdflatex 2020.4.13) 13 APR 2020 12:31
entering extended mode
**./lecture2.tex
(lecture2.tex
LaTeX2e <2020-02-02> patch level 5
L3 programming layer <2020-03-06>
("C:\Program Files\MiKTeX 2.9\tex/latex/subfiles\subfiles.cls"
Document Class: subfiles 2020/02/14 v1.6 Multi-file projects (class)
Preamble taken from file `../main.tex'
("C:\Program Files\MiKTeX 2.9\tex/latex/tools\verbatim.sty"
Package: verbatim 2019/11/10 v1.5r LaTeX2e package for verbatim enhancements
\every@verbatim=\toks15
\verbatim@line=\toks16
\verbatim@in@stream=\read2
)
("C:\Program Files\MiKTeX 2.9\tex/latex/import\import.sty"
Package: import 2020/04/01 v 6.2
) (../main.tex
("C:\Program Files\MiKTeX 2.9\tex/latex/base\report.cls"
Document Class: report 2019/12/20 v1.4l Standard LaTeX document class
("C:\Program Files\MiKTeX 2.9\tex/latex/base\size12.clo"
File: size12.clo 2019/12/20 v1.4l Standard LaTeX file (size option)
)
\c@part=\count167
\c@chapter=\count168
\c@section=\count169
\c@subsection=\count170
\c@subsubsection=\count171
\c@paragraph=\count172
\c@subparagraph=\count173
\c@figure=\count174
\c@table=\count175
\abovecaptionskip=\skip47
\belowcaptionskip=\skip48
\bibindent=\dimen134
)
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsmath.sty"
Package: amsmath 2020/01/20 v2.17e AMS math features
\@mathmargin=\skip49
For additional information on amsmath, use the `?' option.
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amstext.sty"
Package: amstext 2000/06/29 v2.01 AMS text
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsgen.sty"
File: amsgen.sty 1999/11/30 v2.0 generic functions
\@emptytoks=\toks17
\ex@=\dimen135
))
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsbsy.sty"
Package: amsbsy 1999/11/29 v1.2d Bold Symbols
\pmbraise@=\dimen136
)
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsopn.sty"
Package: amsopn 2016/03/08 v2.02 operator names
)
\inf@bad=\count176
LaTeX Info: Redefining \frac on input line 227.
\uproot@=\count177
\leftroot@=\count178
LaTeX Info: Redefining \overline on input line 389.
\classnum@=\count179
\DOTSCASE@=\count180
LaTeX Info: Redefining \ldots on input line 486.
LaTeX Info: Redefining \dots on input line 489.
LaTeX Info: Redefining \cdots on input line 610.
\Mathstrutbox@=\box45
\strutbox@=\box46
\big@size=\dimen137
LaTeX Font Info: Redeclaring font encoding OML on input line 733.
LaTeX Font Info: Redeclaring font encoding OMS on input line 734.
\macc@depth=\count181
\c@MaxMatrixCols=\count182
\dotsspace@=\muskip16
\c@parentequation=\count183
\dspbrk@lvl=\count184
\tag@help=\toks18
\row@=\count185
\column@=\count186
\maxfields@=\count187
\andhelp@=\toks19
\eqnshift@=\dimen138
\alignsep@=\dimen139
\tagshift@=\dimen140
\tagwidth@=\dimen141
\totwidth@=\dimen142
\lineht@=\dimen143
\@envbody=\toks20
\multlinegap=\skip50
\multlinetaggap=\skip51
\mathdisplay@stack=\toks21
LaTeX Info: Redefining \[ on input line 2859.
LaTeX Info: Redefining \] on input line 2860.
)
("C:\Program Files\MiKTeX 2.9\tex/latex/systeme\systeme.sty"
("C:\Program Files\MiKTeX 2.9\tex/latex/xstring\xstring.sty"
("C:\Program Files\MiKTeX 2.9\tex/generic/xstring\xstring.tex"
\integerpart=\count188
\decimalpart=\count189
)
Package: xstring 2019/02/06 v1.83 String manipulations (CT)
)
("C:\Program Files\MiKTeX 2.9\tex/generic/systeme\systeme.tex"
\SYS_systemecode=\toks22
\SYS_systempreamble=\toks23
\SYSeqnum=\count190
)
Package: systeme 2019/01/13 v0.32 Mise en forme de systemes d'equations (CT)
)
("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\amssymb.sty"
Package: amssymb 2013/01/14 v3.01 AMS font symbols
("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\amsfonts.sty"
Package: amsfonts 2013/01/14 v3.01 Basic AMSFonts support
\symAMSa=\mathgroup4
\symAMSb=\mathgroup5
LaTeX Font Info: Redeclaring math symbol \hbar on input line 98.
LaTeX Font Info: Overwriting math alphabet `\mathfrak' in version `bold'
(Font) U/euf/m/n --> U/euf/b/n on input line 106.
))
("C:\Program Files\MiKTeX 2.9\tex/latex/subfiles\subfiles.sty"
Package: subfiles 2020/02/14 v1.6 Multi-file projects (package)
)
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\babel.sty"
Package: babel 2020/02/28 3.41 The Babel package
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\switch.def"
File: switch.def 2020/02/28 3.41 Babel switching mechanism
)
*************************************
* Local config file bblopts.cfg used
*
("C:\Program Files\MiKTeX 2.9\tex/latex/arabi\bblopts.cfg"
File: bblopts.cfg 2005/09/08 v0.1 add Arabic and Farsi to "declared" options of
babel
)
("C:\Program Files\MiKTeX 2.9\tex/latex/babel-english\english.ldf"
Language: english 2017/06/06 v3.3r English support from the babel system
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\babel.def"
File: babel.def 2020/02/28 3.41 Babel common definitions
\babel@savecnt=\count191
\U@D=\dimen144
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\txtbabel.def")
\bbl@readstream=\read3
\bbl@dirlevel=\count192
)
Package babel Info: \l@canadian = using hyphenrules for english
(babel) (\language0) on input line 102.
Package babel Info: \l@australian = using hyphenrules for ukenglish
(babel) (\language72) on input line 105.
Package babel Info: \l@newzealand = using hyphenrules for ukenglish
(babel) (\language72) on input line 108.
))
("C:\Program Files\MiKTeX 2.9\tex/latex/xcolor\xcolor.sty"
Package: xcolor 2016/05/11 v2.12 LaTeX color extensions (UK)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-cfg\color.cfg"
File: color.cfg 2016/01/02 v1.6 sample color configuration
)
Package xcolor Info: Driver file: pdftex.def on input line 225.
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-def\pdftex.def"
File: pdftex.def 2018/01/08 v1.0l Graphics/color driver for pdftex
)
Package xcolor Info: Model `cmy' substituted by `cmy0' on input line 1348.
Package xcolor Info: Model `hsb' substituted by `rgb' on input line 1352.
Package xcolor Info: Model `RGB' extended on input line 1364.
Package xcolor Info: Model `HTML' substituted by `rgb' on input line 1366.
Package xcolor Info: Model `Hsb' substituted by `hsb' on input line 1367.
Package xcolor Info: Model `tHsb' substituted by `hsb' on input line 1368.
Package xcolor Info: Model `HSB' substituted by `hsb' on input line 1369.
Package xcolor Info: Model `Gray' substituted by `gray' on input line 1370.
Package xcolor Info: Model `wave' substituted by `hsb' on input line 1371.
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\dvipsnam.def"
File: dvipsnam.def 2016/06/17 v3.0m Driver-dependent file (DPC,SPQR)
))
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\graphicx.sty"
Package: graphicx 2019/11/30 v1.2a Enhanced LaTeX Graphics (DPC,SPQR)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\keyval.sty"
Package: keyval 2014/10/28 v1.15 key=value parser (DPC)
\KV@toks@=\toks24
)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\graphics.sty"
Package: graphics 2019/11/30 v1.4a Standard LaTeX Graphics (DPC,SPQR)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\trig.sty"
Package: trig 2016/01/03 v1.10 sin cos tan (DPC)
)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-cfg\graphics.cfg"
File: graphics.cfg 2016/06/04 v1.11 sample graphics configuration
)
Package graphics Info: Driver file: pdftex.def on input line 105.
)
\Gin@req@height=\dimen145
\Gin@req@width=\dimen146
)
("C:\Program Files\MiKTeX 2.9\tex/latex/sectsty\sectsty.sty"
Package: sectsty 2002/02/25 v2.0.2 Commands to change all sectional heading sty
les
LaTeX Warning: Command \underbar has changed.
Check if current package is valid.
LaTeX Warning: Command \underline has changed.
Check if current package is valid.
) ("C:\Program Files\MiKTeX 2.9\tex/latex/framed\framed.sty"
Package: framed 2011/10/22 v 0.96: framed or shaded text with page breaks
\OuterFrameSep=\skip52
\fb@frw=\dimen147
\fb@frh=\dimen148
\FrameRule=\dimen149
\FrameSep=\dimen150
)
("C:\Program Files\MiKTeX 2.9\tex/latex/titlesec\titlesec.sty"
Package: titlesec 2019/10/16 v2.13 Sectioning titles
\ttl@box=\box47
\beforetitleunit=\skip53
\aftertitleunit=\skip54
\ttl@plus=\dimen151
\ttl@minus=\dimen152
\ttl@toksa=\toks25
\titlewidth=\dimen153
\titlewidthlast=\dimen154
\titlewidthfirst=\dimen155
)
("C:\Program Files\MiKTeX 2.9\tex/latex/base\fontenc.sty"
Package: fontenc 2020/02/11 v2.0o Standard LaTeX package
)))
("C:\Program Files\MiKTeX 2.9\tex/latex/l3backend\l3backend-pdfmode.def"
File: l3backend-pdfmode.def 2020-03-12 L3 backend support: PDF mode
\l__kernel_color_stack_int=\count193
\l__pdf_internal_box=\box48
)
(lecture2.aux
Package babel Warning: Unknown language `ngerman'. Very likely you
(babel) requested it in a previous run. Expect some
(babel) wrong results in this run, which should vanish
(babel) in the next one. Reported on input line 21.
)
\openout1 = `lecture2.aux'.
LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 3.
LaTeX Font Info: ... okay on input line 3.
LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 3.
LaTeX Font Info: ... okay on input line 3.
LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 3.
LaTeX Font Info: ... okay on input line 3.
LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 3.
LaTeX Font Info: ... okay on input line 3.
LaTeX Font Info: Checking defaults for TS1/cmr/m/n on input line 3.
LaTeX Font Info: ... okay on input line 3.
LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 3.
LaTeX Font Info: ... okay on input line 3.
LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 3.
LaTeX Font Info: ... okay on input line 3.
("C:\Program Files\MiKTeX 2.9\tex/context/base/mkii\supp-pdf.mkii"
[Loading MPS to PDF converter (version 2006.09.02).]
\scratchcounter=\count194
\scratchdimen=\dimen156
\scratchbox=\box49
\nofMPsegments=\count195
\nofMParguments=\count196
\everyMPshowfont=\toks26
\MPscratchCnt=\count197
\MPscratchDim=\dimen157
\MPnumerator=\count198
\makeMPintoPDFobject=\count199
\everyMPtoPDFconversion=\toks27
) ("C:\Program Files\MiKTeX 2.9\tex/latex/epstopdf-pkg\epstopdf-base.sty"
Package: epstopdf-base 2020-01-24 v2.11 Base part for package epstopdf
("C:\Program Files\MiKTeX 2.9\tex/generic/infwarerr\infwarerr.sty"
Package: infwarerr 2019/12/03 v1.5 Providing info/warning/error messages (HO)
)
("C:\Program Files\MiKTeX 2.9\tex/latex/grfext\grfext.sty"
Package: grfext 2019/12/03 v1.3 Manage graphics extensions (HO)
("C:\Program Files\MiKTeX 2.9\tex/generic/kvdefinekeys\kvdefinekeys.sty"
Package: kvdefinekeys 2019-12-19 v1.6 Define keys (HO)
))
("C:\Program Files\MiKTeX 2.9\tex/latex/kvoptions\kvoptions.sty"
Package: kvoptions 2019/11/29 v3.13 Key value format for package options (HO)
("C:\Program Files\MiKTeX 2.9\tex/generic/ltxcmds\ltxcmds.sty"
Package: ltxcmds 2019/12/15 v1.24 LaTeX kernel commands for general use (HO)
)
("C:\Program Files\MiKTeX 2.9\tex/generic/kvsetkeys\kvsetkeys.sty"
Package: kvsetkeys 2019/12/15 v1.18 Key value parser (HO)
))
("C:\Program Files\MiKTeX 2.9\tex/latex/pdftexcmds\pdftexcmds.sty"
Package: pdftexcmds 2019/11/24 v0.31 Utility functions of pdfTeX for LuaTeX (HO
)
("C:\Program Files\MiKTeX 2.9\tex/generic/iftex\iftex.sty"
Package: iftex 2020/03/06 v1.0d TeX engine tests
)
Package pdftexcmds Info: \pdf@primitive is available.
Package pdftexcmds Info: \pdf@ifprimitive is available.
Package pdftexcmds Info: \pdfdraftmode found.
)
Package epstopdf-base Info: Redefining graphics rule for `.eps' on input line 4
85.
Package grfext Info: Graphics extension search list:
(grfext) [.pdf,.png,.jpg,.mps,.jpeg,.jbig2,.jb2,.PDF,.PNG,.JPG,.JPE
G,.JBIG2,.JB2,.eps]
(grfext) \AppendGraphicsExtensions on input line 504.
)
Chapter 1.
LaTeX Font Info: Trying to load font information for U+msa on input line 12.
("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\umsa.fd"
File: umsa.fd 2013/01/14 v3.01 AMS symbols A
)
LaTeX Font Info: Trying to load font information for U+msb on input line 12.
("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\umsb.fd"
File: umsb.fd 2013/01/14 v3.01 AMS symbols B
)
Underfull \hbox (badness 10000) in paragraph at lines 7--16
[]
Underfull \hbox (badness 10000) in paragraph at lines 17--30
[]
Underfull \hbox (badness 10000) in paragraph at lines 17--30
[]
[1
{C:/Users/AndreDany/AppData/Local/MiKTeX/2.9/pdftex/config/pdftex.map}]
Underfull \hbox (badness 10000) in paragraph at lines 32--35
[]
Underfull \hbox (badness 10000) in paragraph at lines 49--52
[]
Underfull \hbox (badness 10000) in paragraph at lines 49--52
[]
Underfull \hbox (badness 10000) in paragraph at lines 63--81
[]
[2]
Underfull \hbox (badness 10000) in paragraph at lines 81--86
[]
Underfull \hbox (badness 10000) in paragraph at lines 89--109
[]
Underfull \hbox (badness 10000) in paragraph at lines 89--109
[]
Underfull \hbox (badness 10000) in paragraph at lines 89--109
[]
[3]
Underfull \hbox (badness 10000) in paragraph at lines 110--115
[]
Underfull \hbox (badness 10000) in paragraph at lines 118--156
[]
Underfull \hbox (badness 10000) in paragraph at lines 118--156
[]
Underfull \hbox (badness 10000) in paragraph at lines 118--156
[]
Underfull \hbox (badness 10000) in paragraph at lines 118--156
[]
Underfull \hbox (badness 10000) in paragraph at lines 118--156
[]
Underfull \hbox (badness 10000) in paragraph at lines 118--156
[]
[4]
Underfull \hbox (badness 10000) in paragraph at lines 164--171
[]
[5]
Underfull \hbox (badness 10000) in paragraph at lines 172--182
[]
Underfull \hbox (badness 10000) in paragraph at lines 189--199
[]
[6] (lecture2.aux) )
Here is how much of TeX's memory you used:
5108 strings out of 480934
68939 string characters out of 2909670
334197 words of memory out of 3000000
20861 multiletter control sequences out of 15000+200000
547081 words of font info for 56 fonts, out of 3000000 for 9000
1141 hyphenation exceptions out of 8191
42i,10n,50p,316b,142s stack positions out of 5000i,500n,10000p,200000b,50000s
<C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfo
ur/jknappen/ec/dpi600\ecbx1200.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9
\fonts/pk/ljfour/jknappen/ec/dpi600\ecti1200.pk> <C:\Users\AndreDany\AppData\Lo
cal\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\tcrm1200.pk> <C:\Users\AndreD
any\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\ecbx1440.pk> <C
:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\e
crm1200.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknapp
en/ec/dpi600\ecbx1728.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk
/ljfour/jknappen/ec/dpi600\ecbx2488.pk><C:/Program Files/MiKTeX 2.9/fonts/type1
/public/amsfonts/cm/cmex10.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/
amsfonts/cm/cmmi12.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts
/cm/cmmi8.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmr12
.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmr6.pfb><C:/P
rogram Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmr8.pfb><C:/Program Fil
es/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmsy10.pfb><C:/Program Files/MiKTe
X 2.9/fonts/type1/public/amsfonts/cm/cmsy6.pfb><C:/Program Files/MiKTeX 2.9/fon
ts/type1/public/amsfonts/cm/cmsy8.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/
public/amsfonts/symbols/msbm10.pfb>
Output written on lecture2.pdf (6 pages, 167391 bytes).
PDF statistics:
281 PDF objects out of 1000 (max. 8388607)
0 named destinations out of 1000 (max. 500000)
1 words of extra memory for PDF output out of 10000 (max. 10000000)

BIN
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture2.pdf Normal file
View File

Binary file not shown.

BIN
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture2.synctex.gz Normal file
View File

Binary file not shown.

16
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture2.tex
View File

@ -1,9 +1,9 @@
\documentclass[../main.tex]{subfiles} \documentclass[../main.tex]{subfiles}
\begin{document} \begin{document}
\section{Lecture 2 - 07-04-2020} \chapter{Lecture 2 - 07-04-2020}
\subsection{Argomento} \section{Argomento}
Classification tasks\\ Classification tasks\\
Semantic label space Y\\ Semantic label space Y\\
Categorization Y finite and\\ small Categorization Y finite and\\ small
@ -27,8 +27,8 @@ $
Losses for regression?\\ Losses for regression?\\
$y$, and $\hat{y} \in \barra{R}$, \\so they are numbers!\\ $y$, and $\hat{y} \in \barra{R}$, \\so they are numbers!\\
One example of loss is the absolute loss: absolute difference between numbers\\ One example of loss is the absolute loss: absolute difference between numbers\\
\subsection{Loss} \section{Loss}
\subsubsection{Absolute Loss} \subsection{Absolute Loss}
$$\ell(y,\hat{y} = | y - \hat{y} | \Rightarrow absolute \quad loss\\ $$ $$\ell(y,\hat{y} = | y - \hat{y} | \Rightarrow absolute \quad loss\\ $$
--- DISEGNO ---\\\\ --- DISEGNO ---\\\\
Some inconvenient properties: Some inconvenient properties:
@ -38,7 +38,7 @@ Some inconvenient properties:
\item Derivative only two values (not much informations) \item Derivative only two values (not much informations)
\end{itemize} \end{itemize}
\subsubsection{Square Loss} \subsection{Square Loss}
$$ \ell(y,\hat{y} = ( y - \hat{y} )^2 \Rightarrow \textit{square loss}\\$$ $$ \ell(y,\hat{y} = ( y - \hat{y} )^2 \Rightarrow \textit{square loss}\\$$
-- DISEGNO ---\\ -- DISEGNO ---\\
Derivative : Derivative :
@ -50,7 +50,7 @@ Real numbers as label $\rightarrow$ regression.\\
Whenever taking difference between two prediction make sense (value are numbers) then we are talking about regression problem.\\ Whenever taking difference between two prediction make sense (value are numbers) then we are talking about regression problem.\\
Classification as categorization when we have small finite set.\\\\ Classification as categorization when we have small finite set.\\\\
\subsubsection{Example of information of square loss} \subsection{Example of information of square loss}
$\ell(y,\hat{y}) = ( y - \hat{y} )^2 = F(y) $\ell(y,\hat{y}) = ( y - \hat{y} )^2 = F(y)
\\ \\
@ -106,7 +106,7 @@ $
The algorithm will be punish high more the prediction is not real. Algorithm will not get 0 and 1 because for example is impossible to get a perfect prediction.\\ The algorithm will be punish high more the prediction is not real. Algorithm will not get 0 and 1 because for example is impossible to get a perfect prediction.\\
This loss is useful to give this information to the algorithm.\\\\ This loss is useful to give this information to the algorithm.\\\\
Now we talk about labels and losses\\ Now we talk about labels and losses\\
\subsubsection{labels and losses} \subsection{labels and losses}
Data points: they have some semantic labels that denote some true about this data points and we want to predict this labels.\\ Data points: they have some semantic labels that denote some true about this data points and we want to predict this labels.\\
We need to define what data points are: number? Strings? File? Typically they are stored in database records \\ We need to define what data points are: number? Strings? File? Typically they are stored in database records \\
They can have very precise structure or more homogeneously structured \\ They can have very precise structure or more homogeneously structured \\
@ -154,7 +154,7 @@ There is a way to encode a set of documents in point in a fixed dimensional
space in such way it make sense this coordinate are comparable.\\ space in such way it make sense this coordinate are comparable.\\
I can represent fields with [0,1] for Neural network for example. But they have no geometrical meaning\\ I can represent fields with [0,1] for Neural network for example. But they have no geometrical meaning\\
\subsubsection{Example TF(idf) documents encoding} \subsection{Example TF(idf) documents encoding}
TF encoding of docs. TF encoding of docs.
\begin{enumerate} \begin{enumerate}
\item Extract where all the words from docs \item Extract where all the words from docs

10
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture3.tex
View File

@ -1,7 +1,7 @@
\documentclass[../main.tex]{subfiles} \documentclass[../main.tex]{subfiles}
\begin{document} \begin{document}
\section{Lecture 3 - 07-04-2020} \chapter{Lecture 3 - 07-04-2020}
Data point x represented as sequences of measurement and we called this Data point x represented as sequences of measurement and we called this
measurements features or attributes.\\ measurements features or attributes.\\
$$ x = (x_1,..., x_d) \qquad x_1 \quad \textit{feature value} $$ x = (x_1,..., x_d) \qquad x_1 \quad \textit{feature value}
@ -74,7 +74,7 @@ which we can avoid this to happen by design:
We want when we run ERM choosing a good predictor with ...... PD\\\\ We want when we run ERM choosing a good predictor with ...... PD\\\\
\subsection{Overfitting} \section{Overfitting}
We called this as overfitting: specific situation in which ‘A’ (where A is the We called this as overfitting: specific situation in which ‘A’ (where A is the
learning algorithm) overfits if f output by A tends to have a training error much learning algorithm) overfits if f output by A tends to have a training error much
smaller than the test error.\\ smaller than the test error.\\
@ -84,7 +84,7 @@ Minimising training error doesn’t mean minimising test error. Overfitting is b
Why this happens?\\ Why this happens?\\
This happen because we have \textbf{noise in the data}\\ This happen because we have \textbf{noise in the data}\\
\subsubsection{Noise in the data} \subsection{Noise in the data}
Noise in the data: $y_t$ is not deterministically associated with $x_i$.\\\\ Noise in the data: $y_t$ is not deterministically associated with $x_i$.\\\\
Could be that datapoint appears more times in the same test set. Could be that datapoint appears more times in the same test set.
@ -160,7 +160,7 @@ define which predictor is good.\\
\subsection{Underfitting} \section{Underfitting}
‘A’ underfits when f output by A has training error close to test error but they ‘A’ underfits when f output by A has training error close to test error but they
are both large.\\ are both large.\\
Close error test and training error is good but the are both large. Close error test and training error is good but the are both large.
@ -183,7 +183,7 @@ $$
m >> ln |F| \qquad when \quad |F| < \infty \textit{\\ where m is the size of traning set} m >> ln |F| \qquad when \quad |F| < \infty \textit{\\ where m is the size of traning set}
$$ $$
\\ \\
\subsection{Nearest neighbour} \section{Nearest neighbour}
This is completely different from ERM and is one of the first learning This is completely different from ERM and is one of the first learning
algorithm. This exploit the geometry of the data. algorithm. This exploit the geometry of the data.
Assume that our data space X is: Assume that our data space X is:

6
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture4.tex
View File

@ -1,7 +1,7 @@
\documentclass[../main.tex]{subfiles} \documentclass[../main.tex]{subfiles}
\begin{document} \begin{document}
\section{Lecture 4 - 07-04-2020} \chapter{Lecture 4 - 07-04-2020}
We spoke about Knn classifier with voronoi diagram We spoke about Knn classifier with voronoi diagram
@ -11,7 +11,7 @@ $$
\\ \\
$\hnn$ predictor needs to store entire dataset. $\hnn$ predictor needs to store entire dataset.
\\ \\
\subsection{Computing $\hnn$} \section{Computing $\hnn$}
Computing $\hnn(x)$ requires computing distances between x and points in the traning set. Computing $\hnn(x)$ requires computing distances between x and points in the traning set.
\\ \\
$$ $$
@ -69,7 +69,7 @@ There are some heuristic to run NN algorithm without value of $k$.
\\ \\
\end{itemize} \end{itemize}
\subsection{Tree Predictor} \section{Tree Predictor}
If a give you data not welled defined in a Euclidean space. If a give you data not welled defined in a Euclidean space.
\\ \\
$X = X_1 \cdot x \cdot ... \cdot X_d \cdot x$ \qquad Medical Record $X = X_1 \cdot x \cdot ... \cdot X_d \cdot x$ \qquad Medical Record

29
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture5.aux
View File

@ -1,10 +1,25 @@
\relax \relax
\providecommand\hyper@newdestlabel[2]{}
\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument}
\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined
\global\let\oldcontentsline\contentsline
\gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}}
\global\let\oldnewlabel\newlabel
\gdef\newlabel#1#2{\newlabelxx{#1}#2}
\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}}
\AtEndDocument{\ifx\hyper@anchor\@undefined
\let\contentsline\oldcontentsline
\let\newlabel\oldnewlabel
\fi}
\fi}
\global\let\hyper@last\relax
\gdef\HyperFirstAtBeginDocument#1{#1}
\providecommand\HyField@AuxAddToFields[1]{}
\providecommand\HyField@AuxAddToCoFields[2]{}
\bibstyle{gbt7714-numerical}
\@nameuse{bbl@beforestart} \@nameuse{bbl@beforestart}
\babel@aux{english}{} \babel@aux{english}{}
\@writefile{toc}{\contentsline {chapter}{\numberline {1}Lecture 5 - 07-04-2020}{1}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {1}Tree Classifier}{1}{section.1}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }} \@writefile{toc}{\contentsline {section}{\numberline {2}Jensen’s inequality}{2}{section.2}\protected@file@percent }
\@writefile{lot}{\addvspace {10\p@ }} \@writefile{toc}{\contentsline {section}{\numberline {3}Tree Predictor}{6}{section.3}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {1.1}Tree Classifier}{1}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {4}Statistical model for Machine Learning}{7}{section.4}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {1.2}Jensen’s inequality}{2}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {1.3}Tree Predictor}{4}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {1.4}Statistical model for Machine Learning}{5}\protected@file@percent }

2201
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture5.log
View File

File diff suppressed because it is too large Load Diff

4
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture5.out Normal file
View File

@ -0,0 +1,4 @@
\BOOKMARK [1][-]{section.1}{\376\377\000T\000r\000e\000e\000\040\000C\000l\000a\000s\000s\000i\000f\000i\000e\000r}{}% 1
\BOOKMARK [1][-]{section.2}{\376\377\000J\000e\000n\000s\000e\000n\040\031\000s\000\040\000i\000n\000e\000q\000u\000a\000l\000i\000t\000y}{}% 2
\BOOKMARK [1][-]{section.3}{\376\377\000T\000r\000e\000e\000\040\000P\000r\000e\000d\000i\000c\000t\000o\000r}{}% 3
\BOOKMARK [1][-]{section.4}{\376\377\000S\000t\000a\000t\000i\000s\000t\000i\000c\000a\000l\000\040\000m\000o\000d\000e\000l\000\040\000f\000o\000r\000\040\000M\000a\000c\000h\000i\000n\000e\000\040\000L\000e\000a\000r\000n\000i\000n\000g}{}% 4

BIN
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture5.pdf
View File

Binary file not shown.

BIN
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture5.synctex(busy) Normal file
View File

Binary file not shown.

6
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture6.aux Normal file
View File

@ -0,0 +1,6 @@
\relax
\@nameuse{bbl@beforestart}
\babel@aux{english}{}
\@writefile{toc}{\contentsline {chapter}{\numberline {1}6 - 07-04-2020}{1}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}

332
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture6.log Normal file
View File

@ -0,0 +1,332 @@
This is pdfTeX, Version 3.14159265-2.6-1.40.21 (MiKTeX 2.9.7300 64-bit) (preloaded format=pdflatex 2020.4.13) 13 APR 2020 12:29
entering extended mode
**./lecture6.tex
(lecture6.tex
LaTeX2e <2020-02-02> patch level 5
L3 programming layer <2020-03-06>
("C:\Program Files\MiKTeX 2.9\tex/latex/subfiles\subfiles.cls"
Document Class: subfiles 2020/02/14 v1.6 Multi-file projects (class)
Preamble taken from file `../main.tex'
("C:\Program Files\MiKTeX 2.9\tex/latex/tools\verbatim.sty"
Package: verbatim 2019/11/10 v1.5r LaTeX2e package for verbatim enhancements
\every@verbatim=\toks15
\verbatim@line=\toks16
\verbatim@in@stream=\read2
)
("C:\Program Files\MiKTeX 2.9\tex/latex/import\import.sty"
Package: import 2020/04/01 v 6.2
) (../main.tex
("C:\Program Files\MiKTeX 2.9\tex/latex/base\report.cls"
Document Class: report 2019/12/20 v1.4l Standard LaTeX document class
("C:\Program Files\MiKTeX 2.9\tex/latex/base\size12.clo"
File: size12.clo 2019/12/20 v1.4l Standard LaTeX file (size option)
)
\c@part=\count167
\c@chapter=\count168
\c@section=\count169
\c@subsection=\count170
\c@subsubsection=\count171
\c@paragraph=\count172
\c@subparagraph=\count173
\c@figure=\count174
\c@table=\count175
\abovecaptionskip=\skip47
\belowcaptionskip=\skip48
\bibindent=\dimen134
)
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsmath.sty"
Package: amsmath 2020/01/20 v2.17e AMS math features
\@mathmargin=\skip49
For additional information on amsmath, use the `?' option.
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amstext.sty"
Package: amstext 2000/06/29 v2.01 AMS text
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsgen.sty"
File: amsgen.sty 1999/11/30 v2.0 generic functions
\@emptytoks=\toks17
\ex@=\dimen135
))
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsbsy.sty"
Package: amsbsy 1999/11/29 v1.2d Bold Symbols
\pmbraise@=\dimen136
)
("C:\Program Files\MiKTeX 2.9\tex/latex/amsmath\amsopn.sty"
Package: amsopn 2016/03/08 v2.02 operator names
)
\inf@bad=\count176
LaTeX Info: Redefining \frac on input line 227.
\uproot@=\count177
\leftroot@=\count178
LaTeX Info: Redefining \overline on input line 389.
\classnum@=\count179
\DOTSCASE@=\count180
LaTeX Info: Redefining \ldots on input line 486.
LaTeX Info: Redefining \dots on input line 489.
LaTeX Info: Redefining \cdots on input line 610.
\Mathstrutbox@=\box45
\strutbox@=\box46
\big@size=\dimen137
LaTeX Font Info: Redeclaring font encoding OML on input line 733.
LaTeX Font Info: Redeclaring font encoding OMS on input line 734.
\macc@depth=\count181
\c@MaxMatrixCols=\count182
\dotsspace@=\muskip16
\c@parentequation=\count183
\dspbrk@lvl=\count184
\tag@help=\toks18
\row@=\count185
\column@=\count186
\maxfields@=\count187
\andhelp@=\toks19
\eqnshift@=\dimen138
\alignsep@=\dimen139
\tagshift@=\dimen140
\tagwidth@=\dimen141
\totwidth@=\dimen142
\lineht@=\dimen143
\@envbody=\toks20
\multlinegap=\skip50
\multlinetaggap=\skip51
\mathdisplay@stack=\toks21
LaTeX Info: Redefining \[ on input line 2859.
LaTeX Info: Redefining \] on input line 2860.
)
("C:\Program Files\MiKTeX 2.9\tex/latex/systeme\systeme.sty"
("C:\Program Files\MiKTeX 2.9\tex/latex/xstring\xstring.sty"
("C:\Program Files\MiKTeX 2.9\tex/generic/xstring\xstring.tex"
\integerpart=\count188
\decimalpart=\count189
)
Package: xstring 2019/02/06 v1.83 String manipulations (CT)
)
("C:\Program Files\MiKTeX 2.9\tex/generic/systeme\systeme.tex"
\SYS_systemecode=\toks22
\SYS_systempreamble=\toks23
\SYSeqnum=\count190
)
Package: systeme 2019/01/13 v0.32 Mise en forme de systemes d'equations (CT)
)
("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\amssymb.sty"
Package: amssymb 2013/01/14 v3.01 AMS font symbols
("C:\Program Files\MiKTeX 2.9\tex/latex/amsfonts\amsfonts.sty"
Package: amsfonts 2013/01/14 v3.01 Basic AMSFonts support
\symAMSa=\mathgroup4
\symAMSb=\mathgroup5
LaTeX Font Info: Redeclaring math symbol \hbar on input line 98.
LaTeX Font Info: Overwriting math alphabet `\mathfrak' in version `bold'
(Font) U/euf/m/n --> U/euf/b/n on input line 106.
))
("C:\Program Files\MiKTeX 2.9\tex/latex/subfiles\subfiles.sty"
Package: subfiles 2020/02/14 v1.6 Multi-file projects (package)
)
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\babel.sty"
Package: babel 2020/02/28 3.41 The Babel package
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\switch.def"
File: switch.def 2020/02/28 3.41 Babel switching mechanism
)
*************************************
* Local config file bblopts.cfg used
*
("C:\Program Files\MiKTeX 2.9\tex/latex/arabi\bblopts.cfg"
File: bblopts.cfg 2005/09/08 v0.1 add Arabic and Farsi to "declared" options of
babel
)
("C:\Program Files\MiKTeX 2.9\tex/latex/babel-english\english.ldf"
Language: english 2017/06/06 v3.3r English support from the babel system
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\babel.def"
File: babel.def 2020/02/28 3.41 Babel common definitions
\babel@savecnt=\count191
\U@D=\dimen144
("C:\Program Files\MiKTeX 2.9\tex/generic/babel\txtbabel.def")
\bbl@readstream=\read3
\bbl@dirlevel=\count192
)
Package babel Info: \l@canadian = using hyphenrules for english
(babel) (\language0) on input line 102.
Package babel Info: \l@australian = using hyphenrules for ukenglish
(babel) (\language72) on input line 105.
Package babel Info: \l@newzealand = using hyphenrules for ukenglish
(babel) (\language72) on input line 108.
))
("C:\Program Files\MiKTeX 2.9\tex/latex/xcolor\xcolor.sty"
Package: xcolor 2016/05/11 v2.12 LaTeX color extensions (UK)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-cfg\color.cfg"
File: color.cfg 2016/01/02 v1.6 sample color configuration
)
Package xcolor Info: Driver file: pdftex.def on input line 225.
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-def\pdftex.def"
File: pdftex.def 2018/01/08 v1.0l Graphics/color driver for pdftex
)
Package xcolor Info: Model `cmy' substituted by `cmy0' on input line 1348.
Package xcolor Info: Model `hsb' substituted by `rgb' on input line 1352.
Package xcolor Info: Model `RGB' extended on input line 1364.
Package xcolor Info: Model `HTML' substituted by `rgb' on input line 1366.
Package xcolor Info: Model `Hsb' substituted by `hsb' on input line 1367.
Package xcolor Info: Model `tHsb' substituted by `hsb' on input line 1368.
Package xcolor Info: Model `HSB' substituted by `hsb' on input line 1369.
Package xcolor Info: Model `Gray' substituted by `gray' on input line 1370.
Package xcolor Info: Model `wave' substituted by `hsb' on input line 1371.
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\dvipsnam.def"
File: dvipsnam.def 2016/06/17 v3.0m Driver-dependent file (DPC,SPQR)
))
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\graphicx.sty"
Package: graphicx 2019/11/30 v1.2a Enhanced LaTeX Graphics (DPC,SPQR)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\keyval.sty"
Package: keyval 2014/10/28 v1.15 key=value parser (DPC)
\KV@toks@=\toks24
)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\graphics.sty"
Package: graphics 2019/11/30 v1.4a Standard LaTeX Graphics (DPC,SPQR)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics\trig.sty"
Package: trig 2016/01/03 v1.10 sin cos tan (DPC)
)
("C:\Program Files\MiKTeX 2.9\tex/latex/graphics-cfg\graphics.cfg"
File: graphics.cfg 2016/06/04 v1.11 sample graphics configuration
)
Package graphics Info: Driver file: pdftex.def on input line 105.
)
\Gin@req@height=\dimen145
\Gin@req@width=\dimen146
)
("C:\Program Files\MiKTeX 2.9\tex/latex/sectsty\sectsty.sty"
Package: sectsty 2002/02/25 v2.0.2 Commands to change all sectional heading sty
les
LaTeX Warning: Command \underbar has changed.
Check if current package is valid.
LaTeX Warning: Command \underline has changed.
Check if current package is valid.
) ("C:\Program Files\MiKTeX 2.9\tex/latex/framed\framed.sty"
Package: framed 2011/10/22 v 0.96: framed or shaded text with page breaks
\OuterFrameSep=\skip52
\fb@frw=\dimen147
\fb@frh=\dimen148
\FrameRule=\dimen149
\FrameSep=\dimen150
)
("C:\Program Files\MiKTeX 2.9\tex/latex/titlesec\titlesec.sty"
Package: titlesec 2019/10/16 v2.13 Sectioning titles
\ttl@box=\box47
\beforetitleunit=\skip53
\aftertitleunit=\skip54
\ttl@plus=\dimen151
\ttl@minus=\dimen152
\ttl@toksa=\toks25
\titlewidth=\dimen153
\titlewidthlast=\dimen154
\titlewidthfirst=\dimen155
)
("C:\Program Files\MiKTeX 2.9\tex/latex/base\fontenc.sty"
Package: fontenc 2020/02/11 v2.0o Standard LaTeX package
)))
("C:\Program Files\MiKTeX 2.9\tex/latex/l3backend\l3backend-pdfmode.def"
File: l3backend-pdfmode.def 2020-03-12 L3 backend support: PDF mode
\l__kernel_color_stack_int=\count193
\l__pdf_internal_box=\box48
)
No file lecture6.aux.
\openout1 = `lecture6.aux'.
LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for TS1/cmr/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 2.
LaTeX Font Info: ... okay on input line 2.
("C:\Program Files\MiKTeX 2.9\tex/context/base/mkii\supp-pdf.mkii"
[Loading MPS to PDF converter (version 2006.09.02).]
\scratchcounter=\count194
\scratchdimen=\dimen156
\scratchbox=\box49
\nofMPsegments=\count195
\nofMParguments=\count196
\everyMPshowfont=\toks26
\MPscratchCnt=\count197
\MPscratchDim=\dimen157
\MPnumerator=\count198
\makeMPintoPDFobject=\count199
\everyMPtoPDFconversion=\toks27
) ("C:\Program Files\MiKTeX 2.9\tex/latex/epstopdf-pkg\epstopdf-base.sty"
Package: epstopdf-base 2020-01-24 v2.11 Base part for package epstopdf
("C:\Program Files\MiKTeX 2.9\tex/generic/infwarerr\infwarerr.sty"
Package: infwarerr 2019/12/03 v1.5 Providing info/warning/error messages (HO)
)
("C:\Program Files\MiKTeX 2.9\tex/latex/grfext\grfext.sty"
Package: grfext 2019/12/03 v1.3 Manage graphics extensions (HO)
("C:\Program Files\MiKTeX 2.9\tex/generic/kvdefinekeys\kvdefinekeys.sty"
Package: kvdefinekeys 2019-12-19 v1.6 Define keys (HO)
))
("C:\Program Files\MiKTeX 2.9\tex/latex/kvoptions\kvoptions.sty"
Package: kvoptions 2019/11/29 v3.13 Key value format for package options (HO)
("C:\Program Files\MiKTeX 2.9\tex/generic/ltxcmds\ltxcmds.sty"
Package: ltxcmds 2019/12/15 v1.24 LaTeX kernel commands for general use (HO)
)
("C:\Program Files\MiKTeX 2.9\tex/generic/kvsetkeys\kvsetkeys.sty"
Package: kvsetkeys 2019/12/15 v1.18 Key value parser (HO)
))
("C:\Program Files\MiKTeX 2.9\tex/latex/pdftexcmds\pdftexcmds.sty"
Package: pdftexcmds 2019/11/24 v0.31 Utility functions of pdfTeX for LuaTeX (HO
)
("C:\Program Files\MiKTeX 2.9\tex/generic/iftex\iftex.sty"
Package: iftex 2020/03/06 v1.0d TeX engine tests
)
Package pdftexcmds Info: \pdf@primitive is available.
Package pdftexcmds Info: \pdf@ifprimitive is available.
Package pdftexcmds Info: \pdfdraftmode found.
)
Package epstopdf-base Info: Redefining graphics rule for `.eps' on input line 4
85.
Package grfext Info: Graphics extension search list:
(grfext) [.pdf,.png,.jpg,.mps,.jpeg,.jbig2,.jb2,.PDF,.PNG,.JPG,.JPE
G,.JBIG2,.JB2,.eps]
(grfext) \AppendGraphicsExtensions on input line 504.
)
Chapter 1.
[1
{C:/Users/AndreDany/AppData/Local/MiKTeX/2.9/pdftex/config/pdftex.map}]
(lecture6.aux) )
Here is how much of TeX's memory you used:
5023 strings out of 480934
67601 string characters out of 2909670
328093 words of memory out of 3000000
20808 multiletter control sequences out of 15000+200000
534946 words of font info for 28 fonts, out of 3000000 for 9000
1141 hyphenation exceptions out of 8191
42i,5n,50p,332b,113s stack positions out of 5000i,500n,10000p,200000b,50000s
<C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/j
knappen/ec/dpi600\ecrm1200.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fon
ts/pk/ljfour/jknappen/ec/dpi600\ecbx2488.pk>
Output written on lecture6.pdf (1 page, 8852 bytes).
PDF statistics:
29 PDF objects out of 1000 (max. 8388607)
0 named destinations out of 1000 (max. 500000)
1 words of extra memory for PDF output out of 10000 (max. 10000000)

BIN
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture6.pdf Normal file
View File

Binary file not shown.

BIN
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture6.synctex.gz Normal file
View File

Binary file not shown.

2
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture6.tex
View File

@ -1,6 +1,6 @@
\documentclass[../main.tex]{subfiles} \documentclass[../main.tex]{subfiles}
\begin{document} \begin{document}
\section{Lecture 6 - 07-04-2020} \chapter{Lecture 6 - 07-04-2020}

2
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture7.tex
View File

@ -1,6 +1,6 @@
\documentclass[../main.tex]{subfiles} \documentclass[../main.tex]{subfiles}
\begin{document} \begin{document}
\section{Lecture 7 - 07-04-2020} \chapter{Lecture 7 - 07-04-2020}
\end{document} \end{document}

2
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture8.tex
View File

@ -1,5 +1,5 @@
\documentclass[../main.tex]{subfiles} \documentclass[../main.tex]{subfiles}
\begin{document} \begin{document}
\section{Lecture 8 - 07-04-2020} \chapter{Lecture 8 - 07-04-2020}
\end{document} \end{document}

2
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/lectures/lecture9.tex
View File

@ -1,6 +1,6 @@
\documentclass[../main.tex]{subfiles} \documentclass[../main.tex]{subfiles}
\begin{document} \begin{document}
\section{Lecture 9 - 07-04-2020} \chapter{Lecture 9 - 07-04-2020}
\end{document} \end{document}

73
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.aux
View File

@ -1,23 +1,54 @@
\relax \relax
\@nameuse{bbl@beforestart} \@nameuse{bbl@beforestart}
\catcode `"\active \babel@aux{english}{}
\bibstyle{lnig} \@writefile{toc}{\contentsline {chapter}{\numberline {1}Lecture 1 - 09-03-2020}{2}\protected@file@percent }
\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument} \@writefile{lof}{\addvspace {10\p@ }}
\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined \@writefile{lot}{\addvspace {10\p@ }}
\global\let\oldcontentsline\contentsline \@writefile{toc}{\contentsline {section}{\numberline {1.1}Introduction}{2}\protected@file@percent }
\gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}} \@writefile{toc}{\contentsline {chapter}{\numberline {2}Lecture 2 - 07-04-2020}{5}\protected@file@percent }
\global\let\oldnewlabel\newlabel \@writefile{lof}{\addvspace {10\p@ }}
\gdef\newlabel#1#2{\newlabelxx{#1}#2} \@writefile{lot}{\addvspace {10\p@ }}
\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}} \@writefile{toc}{\contentsline {section}{\numberline {2.1}Argomento}{5}\protected@file@percent }
\AtEndDocument{\ifx\hyper@anchor\@undefined \@writefile{toc}{\contentsline {section}{\numberline {2.2}Loss}{5}\protected@file@percent }
\let\contentsline\oldcontentsline \@writefile{toc}{\contentsline {subsection}{\numberline {2.2.1}Absolute Loss}{5}\protected@file@percent }
\let\newlabel\oldnewlabel \@writefile{toc}{\contentsline {subsection}{\numberline {2.2.2}Square Loss}{6}\protected@file@percent }
\fi} \@writefile{toc}{\contentsline {subsection}{\numberline {2.2.3}Example of information of square loss}{6}\protected@file@percent }
\fi} \@writefile{toc}{\contentsline {subsection}{\numberline {2.2.4}labels and losses}{7}\protected@file@percent }
\global\let\hyper@last\relax \@writefile{toc}{\contentsline {subsection}{\numberline {2.2.5}Example TF(idf) documents encoding}{9}\protected@file@percent }
\gdef\HyperFirstAtBeginDocument#1{#1} \@writefile{toc}{\contentsline {chapter}{\numberline {3}Lecture 3 - 07-04-2020}{11}\protected@file@percent }
\providecommand\HyField@AuxAddToFields[1]{} \@writefile{lof}{\addvspace {10\p@ }}
\providecommand\HyField@AuxAddToCoFields[2]{} \@writefile{lot}{\addvspace {10\p@ }}
\babel@aux{ngerman}{} \@writefile{toc}{\contentsline {section}{\numberline {3.1}Overfitting}{13}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {1}Lecture 1 - 09-03-2020}{4}{section.1}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {3.1.1}Noise in the data}{13}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {1.1}Introduction}{4}{subsection.1.1}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {3.2}Underfitting}{14}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {3.3}Nearest neighbour}{15}\protected@file@percent }
\@writefile{toc}{\contentsline {chapter}{\numberline {4}Lecture 4 - 07-04-2020}{17}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {section}{\numberline {4.1}Computing $h_{NN}$}{17}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {4.2}Tree Predictor}{18}\protected@file@percent }
\@writefile{toc}{\contentsline {chapter}{\numberline {5}Lecture 5 - 07-04-2020}{21}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {section}{\numberline {5.1}Tree Classifier}{21}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {5.2}Jensen’s inequality}{22}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {5.3}Tree Predictor}{24}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {5.4}Statistical model for Machine Learning}{25}\protected@file@percent }
\@writefile{toc}{\contentsline {chapter}{\numberline {6}Lecture 6 - 07-04-2020}{27}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {chapter}{\numberline {7}Lecture 7 - 07-04-2020}{28}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {chapter}{\numberline {8}Lecture 8 - 07-04-2020}{29}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {chapter}{\numberline {9}Lecture 9 - 07-04-2020}{30}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {chapter}{\numberline {10}Lecture 10 - 07-04-2020}{31}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {section}{\numberline {10.1}TO BE DEFINE}{31}\protected@file@percent }
\bibstyle{abbrv}
\bibdata{main}

56
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.blg
View File

@ -1,53 +1,5 @@
This is BibTeX, Version 0.99d (MiKTeX 2.9.7380 64-bit) This is BibTeX, Version 0.99dThe top-level auxiliary file: main.aux
Capacity: max_strings=200000, hash_size=200000, hash_prime=170003 The style file: lnig.bst
The top-level auxiliary file: main.aux
The style file: abbrv.bst
I couldn't open database file main.bib
---line 34 of file main.aux
: \bibdata{main
: }
I'm skipping whatever remains of this command
I found no \citation commands---while reading file main.aux I found no \citation commands---while reading file main.aux
I found no database files---while reading file main.aux I found no \bibdata command---while reading file main.aux
You've used 0 entries, (There were 2 error messages)
2118 wiz_defined-function locations,
496 strings with 3697 characters,
and the built_in function-call counts, 18 in all, are:
= -- 0
> -- 0
< -- 0
+ -- 0
- -- 0
* -- 2
:= -- 7
add.period$ -- 0
call.type$ -- 0
change.case$ -- 0
chr.to.int$ -- 0
cite$ -- 0
duplicate$ -- 0
empty$ -- 1
format.name$ -- 0
if$ -- 1
int.to.chr$ -- 0
int.to.str$ -- 0
missing$ -- 0
newline$ -- 3
num.names$ -- 0
pop$ -- 0
preamble$ -- 1
purify$ -- 0
quote$ -- 0
skip$ -- 1
stack$ -- 0
substring$ -- 0
swap$ -- 0
text.length$ -- 0
text.prefix$ -- 0
top$ -- 0
type$ -- 0
warning$ -- 0
while$ -- 0
width$ -- 0
write$ -- 2
(There were 3 error messages)

BIN
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.dvi
View File

Binary file not shown.

1308
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.log
View File

File diff suppressed because it is too large Load Diff

28
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.out Normal file
View File

@ -0,0 +1,28 @@
\BOOKMARK [1][-]{section.1}{\376\377\000L\000e\000c\000t\000u\000r\000e\000\040\0001\000\040\000-\000\040\0000\0009\000-\0000\0003\000-\0002\0000\0002\0000}{}% 1
\BOOKMARK [2][-]{subsection.1.1}{\376\377\000I\000n\000t\000r\000o\000d\000u\000c\000t\000i\000o\000n}{section.1}% 2
\BOOKMARK [1][-]{section.2}{\376\377\000L\000e\000c\000t\000u\000r\000e\000\040\0002\000\040\000-\000\040\0000\0007\000-\0000\0004\000-\0002\0000\0002\0000}{}% 3
\BOOKMARK [2][-]{subsection.2.1}{\376\377\000A\000r\000g\000o\000m\000e\000n\000t\000o}{section.2}% 4
\BOOKMARK [2][-]{subsection.2.2}{\376\377\000L\000o\000s\000s}{section.2}% 5
\BOOKMARK [3][-]{subsubsection.2.2.1}{\376\377\000A\000b\000s\000o\000l\000u\000t\000e\000\040\000L\000o\000s\000s}{subsection.2.2}% 6
\BOOKMARK [3][-]{subsubsection.2.2.2}{\376\377\000S\000q\000u\000a\000r\000e\000\040\000L\000o\000s\000s}{subsection.2.2}% 7
\BOOKMARK [3][-]{subsubsection.2.2.3}{\376\377\000E\000x\000a\000m\000p\000l\000e\000\040\000o\000f\000\040\000i\000n\000f\000o\000r\000m\000a\000t\000i\000o\000n\000\040\000o\000f\000\040\000s\000q\000u\000a\000r\000e\000\040\000l\000o\000s\000s}{subsection.2.2}% 8
\BOOKMARK [3][-]{subsubsection.2.2.4}{\376\377\000l\000a\000b\000e\000l\000s\000\040\000a\000n\000d\000\040\000l\000o\000s\000s\000e\000s}{subsection.2.2}% 9
\BOOKMARK [3][-]{subsubsection.2.2.5}{\376\377\000E\000x\000a\000m\000p\000l\000e\000\040\000T\000F\000\050\000i\000d\000f\000\051\000\040\000d\000o\000c\000u\000m\000e\000n\000t\000s\000\040\000e\000n\000c\000o\000d\000i\000n\000g}{subsection.2.2}% 10
\BOOKMARK [1][-]{section.3}{\376\377\000L\000e\000c\000t\000u\000r\000e\000\040\0003\000\040\000-\000\040\0000\0007\000-\0000\0004\000-\0002\0000\0002\0000}{}% 11
\BOOKMARK [2][-]{subsection.3.1}{\376\377\000O\000v\000e\000r\000f\000i\000t\000t\000i\000n\000g}{section.3}% 12
\BOOKMARK [3][-]{subsubsection.3.1.1}{\376\377\000N\000o\000i\000s\000e\000\040\000i\000n\000\040\000t\000h\000e\000\040\000d\000a\000t\000a}{subsection.3.1}% 13
\BOOKMARK [2][-]{subsection.3.2}{\376\377\000U\000n\000d\000e\000r\000f\000i\000t\000t\000i\000n\000g}{section.3}% 14
\BOOKMARK [2][-]{subsection.3.3}{\376\377\000N\000e\000a\000r\000e\000s\000t\000\040\000n\000e\000i\000g\000h\000b\000o\000u\000r}{section.3}% 15
\BOOKMARK [1][-]{section.4}{\376\377\000L\000e\000c\000t\000u\000r\000e\000\040\0004\000\040\000-\000\040\0000\0007\000-\0000\0004\000-\0002\0000\0002\0000}{}% 16
\BOOKMARK [2][-]{subsection.4.1}{\376\377\000C\000o\000m\000p\000u\000t\000i\000n\000g\000\040\000h\000N\000N}{section.4}% 17
\BOOKMARK [2][-]{subsection.4.2}{\376\377\000T\000r\000e\000e\000\040\000P\000r\000e\000d\000i\000c\000t\000o\000r}{section.4}% 18
\BOOKMARK [1][-]{section.5}{\376\377\000T\000r\000e\000e\000\040\000C\000l\000a\000s\000s\000i\000f\000i\000e\000r}{}% 19
\BOOKMARK [1][-]{section.6}{\376\377\000J\000e\000n\000s\000e\000n\040\031\000s\000\040\000i\000n\000e\000q\000u\000a\000l\000i\000t\000y}{}% 20
\BOOKMARK [1][-]{section.7}{\376\377\000T\000r\000e\000e\000\040\000P\000r\000e\000d\000i\000c\000t\000o\000r}{}% 21
\BOOKMARK [1][-]{section.8}{\376\377\000S\000t\000a\000t\000i\000s\000t\000i\000c\000a\000l\000\040\000m\000o\000d\000e\000l\000\040\000f\000o\000r\000\040\000M\000a\000c\000h\000i\000n\000e\000\040\000L\000e\000a\000r\000n\000i\000n\000g}{}% 22
\BOOKMARK [1][-]{section.9}{\376\377\000L\000e\000c\000t\000u\000r\000e\000\040\0006\000\040\000-\000\040\0000\0007\000-\0000\0004\000-\0002\0000\0002\0000}{}% 23
\BOOKMARK [1][-]{section.10}{\376\377\000L\000e\000c\000t\000u\000r\000e\000\040\0007\000\040\000-\000\040\0000\0007\000-\0000\0004\000-\0002\0000\0002\0000}{}% 24
\BOOKMARK [1][-]{section.11}{\376\377\000L\000e\000c\000t\000u\000r\000e\000\040\0008\000\040\000-\000\040\0000\0007\000-\0000\0004\000-\0002\0000\0002\0000}{}% 25
\BOOKMARK [1][-]{section.12}{\376\377\000L\000e\000c\000t\000u\000r\000e\000\040\0009\000\040\000-\000\040\0000\0007\000-\0000\0004\000-\0002\0000\0002\0000}{}% 26
\BOOKMARK [1][-]{section.13}{\376\377\000L\000e\000c\000t\000u\000r\000e\000\040\0001\0000\000\040\000-\000\040\0000\0007\000-\0000\0004\000-\0002\0000\0002\0000}{}% 27
\BOOKMARK [2][-]{subsection.13.1}{\376\377\000T\000O\000\040\000B\000E\000\040\000D\000E\000F\000I\000N\000E}{section.13}% 28

BIN
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.pdf
View File

Binary file not shown.

0
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.synctex(busy)
View File

BIN
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.synctex.gz Normal file
View File

Binary file not shown.

15
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.tex
View File

@ -1,4 +1,4 @@
\documentclass[a4paper,12pt]{ElegantNote} \documentclass[a4paper,12pt]{report}
\usepackage{amsmath} \usepackage{amsmath}
\usepackage{systeme} \usepackage{systeme}
\usepackage{amssymb} \usepackage{amssymb}
@ -11,6 +11,8 @@
\usepackage{framed} \usepackage{framed}
\usepackage{titlesec} \usepackage{titlesec}
\usepackage[T1]{fontenc} \usepackage[T1]{fontenc}
%Options: Sonny, Lenny, Glenn, Conny, Rejne, Bjarne, Bjornstrup
%\usepackage[Glenn]{fncychap}
\graphicspath{ {./img/} } \graphicspath{ {./img/} }
\definecolor{mypink}{cmyk}{0, 0.7808, 0.4429, 0.1412} \definecolor{mypink}{cmyk}{0, 0.7808, 0.4429, 0.1412}
@ -28,14 +30,17 @@
\newcommand\gray[1]{\textcolor{mygray}{#1}} \newcommand\gray[1]{\textcolor{mygray}{#1}}
\newcommand\col[2]{\textcolor{#2}{#1}} \newcommand\col[2]{\textcolor{#2}{#1}}
%\titleformat{\chapter}[display]
% {\normalfont\bfseries}{}{0pt}{\Large}
\titleformat{\chapter}[display]
{\normalfont\bfseries}{}{0pt}{\Huge\color{Blue}}
\titlespacing*{\chapter}{0pt}{-80pt}{40pt}
\chapterfont{\color{Blue}} \chapterfont{\color{Blue}}
\sectionfont{\color{GoodGreen}} \sectionfont{\color{GoodGreen}}
\subsectionfont{\color{GoodGreen}} \subsectionfont{\color{BrickRed}}
%\titleformat{\section}
% {\normalfont\normalsize\bfseries}{\thesection.}{1em}{}
\begin{document} \begin{document}
\begin{titlepage} \begin{titlepage}

30
1year/3trimester/Machine Learning, Statistical Learning, Deep Learning and Artificial Intelligence/Machine Learning/main.toc
View File

@ -0,0 +1,30 @@
\babel@toc {english}{}
\contentsline {chapter}{\numberline {1}Lecture 1 - 09-03-2020}{2}%
\contentsline {section}{\numberline {1.1}Introduction}{2}%
\contentsline {chapter}{\numberline {2}Lecture 2 - 07-04-2020}{5}%
\contentsline {section}{\numberline {2.1}Argomento}{5}%
\contentsline {section}{\numberline {2.2}Loss}{5}%
\contentsline {subsection}{\numberline {2.2.1}Absolute Loss}{5}%
\contentsline {subsection}{\numberline {2.2.2}Square Loss}{6}%
\contentsline {subsection}{\numberline {2.2.3}Example of information of square loss}{6}%
\contentsline {subsection}{\numberline {2.2.4}labels and losses}{7}%
\contentsline {subsection}{\numberline {2.2.5}Example TF(idf) documents encoding}{9}%
\contentsline {chapter}{\numberline {3}Lecture 3 - 07-04-2020}{11}%
\contentsline {section}{\numberline {3.1}Overfitting}{13}%
\contentsline {subsection}{\numberline {3.1.1}Noise in the data}{13}%
\contentsline {section}{\numberline {3.2}Underfitting}{14}%
\contentsline {section}{\numberline {3.3}Nearest neighbour}{15}%
\contentsline {chapter}{\numberline {4}Lecture 4 - 07-04-2020}{17}%
\contentsline {section}{\numberline {4.1}Computing $h_{NN}$}{17}%
\contentsline {section}{\numberline {4.2}Tree Predictor}{18}%
\contentsline {chapter}{\numberline {5}Lecture 5 - 07-04-2020}{21}%
\contentsline {section}{\numberline {5.1}Tree Classifier}{21}%
\contentsline {section}{\numberline {5.2}Jensen’s inequality}{22}%
\contentsline {section}{\numberline {5.3}Tree Predictor}{24}%
\contentsline {section}{\numberline {5.4}Statistical model for Machine Learning}{25}%
\contentsline {chapter}{\numberline {6}Lecture 6 - 07-04-2020}{27}%
\contentsline {chapter}{\numberline {7}Lecture 7 - 07-04-2020}{28}%
\contentsline {chapter}{\numberline {8}Lecture 8 - 07-04-2020}{29}%
\contentsline {chapter}{\numberline {9}Lecture 9 - 07-04-2020}{30}%
\contentsline {chapter}{\numberline {10}Lecture 10 - 07-04-2020}{31}%
\contentsline {section}{\numberline {10.1}TO BE DEFINE}{31}%