lecture 24

This commit is contained in:
Andreaierardi 2020-06-12 14:49:08 +02:00
parent c99e374b68
commit 86254edaa0
6 changed files with 242 additions and 37 deletions

View File

@ -239,3 +239,23 @@
\@writefile{toc}{\contentsline {chapter}{\numberline {24}Lecture 24 - 09-06-2020}{142}\protected@file@percent }
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {section}{\numberline {24.1}Neural Networks}{142}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {24.1.1}Feedforward NN}{142}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.1}{\ignorespaces }}{142}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.2}{\ignorespaces }}{142}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.3}{\ignorespaces }}{143}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.4}{\ignorespaces }}{143}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.5}{\ignorespaces }}{144}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.6}{\ignorespaces }}{144}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.7}{\ignorespaces }}{144}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.8}{\ignorespaces }}{145}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.9}{\ignorespaces }}{145}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.10}{\ignorespaces }}{146}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.11}{\ignorespaces }}{146}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.12}{\ignorespaces }}{147}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {24.2}Deep Learning}{148}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.13}{\ignorespaces }}{148}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {24.2.1}Convolution Neural Network}{149}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.14}{\ignorespaces }}{149}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {24.2.2}General infos about Neural Networks}{149}\protected@file@percent }
\@writefile{lof}{\contentsline {figure}{\numberline {24.15}{\ignorespaces }}{150}\protected@file@percent }

View File

@ -110,3 +110,18 @@
\contentsline {figure}{\numberline {23.4}{\ignorespaces }}{141}%
\contentsline {figure}{\numberline {23.5}{\ignorespaces }}{141}%
\addvspace {10\p@ }
\contentsline {figure}{\numberline {24.1}{\ignorespaces }}{142}%
\contentsline {figure}{\numberline {24.2}{\ignorespaces }}{142}%
\contentsline {figure}{\numberline {24.3}{\ignorespaces }}{143}%
\contentsline {figure}{\numberline {24.4}{\ignorespaces }}{143}%
\contentsline {figure}{\numberline {24.5}{\ignorespaces }}{144}%
\contentsline {figure}{\numberline {24.6}{\ignorespaces }}{144}%
\contentsline {figure}{\numberline {24.7}{\ignorespaces }}{144}%
\contentsline {figure}{\numberline {24.8}{\ignorespaces }}{145}%
\contentsline {figure}{\numberline {24.9}{\ignorespaces }}{145}%
\contentsline {figure}{\numberline {24.10}{\ignorespaces }}{146}%
\contentsline {figure}{\numberline {24.11}{\ignorespaces }}{146}%
\contentsline {figure}{\numberline {24.12}{\ignorespaces }}{147}%
\contentsline {figure}{\numberline {24.13}{\ignorespaces }}{148}%
\contentsline {figure}{\numberline {24.14}{\ignorespaces }}{149}%
\contentsline {figure}{\numberline {24.15}{\ignorespaces }}{150}%

View File

@ -1,4 +1,4 @@
This is pdfTeX, Version 3.14159265-2.6-1.40.21 (MiKTeX 2.9.7300 64-bit) (preloaded format=pdflatex 2020.4.13) 8 JUN 2020 10:23
This is pdfTeX, Version 3.14159265-2.6-1.40.21 (MiKTeX 2.9.7300 64-bit) (preloaded format=pdflatex 2020.4.13) 12 JUN 2020 14:48
entering extended mode
**./main.tex
(main.tex
@ -3318,49 +3318,214 @@ Underfull \hbox (badness 10000) in paragraph at lines 156--159
[141 <./lectures/../img/lez23-img4.JPG> <./lectures/../img/lez23-img5.JPG>]
(lectures/lecture24.tex
Chapter 24.
) [142
<lectures/../img/lez24-img1.JPG, id=570, 176.91093pt x 86.57344pt>
File: lectures/../img/lez24-img1.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img1.JPG>
Package pdftex.def Info: lectures/../img/lez24-img1.JPG used on input line 21.
] (main.aux) )
(pdftex.def) Requested size: 117.00119pt x 57.2562pt.
<lectures/../img/lez24-img2.JPG, id=571, 224.33812pt x 121.20282pt>
File: lectures/../img/lez24-img2.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img2.JPG>
Package pdftex.def Info: lectures/../img/lez24-img2.JPG used on input line 28.
(pdftex.def) Requested size: 117.00119pt x 63.21075pt.
[142
<./lectures/../img/lez24-img1.JPG> <./lectures/../img/lez24-img2.JPG>]
<lectures/../img/lez24-img3.JPG, id=575, 139.27031pt x 98.61844pt>
File: lectures/../img/lez24-img3.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img3.JPG>
Package pdftex.def Info: lectures/../img/lez24-img3.JPG used on input line 58.
(pdftex.def) Requested size: 117.00119pt x 82.85094pt.
Underfull \hbox (badness 10000) in paragraph at lines 55--65
[]
<lectures/../img/lez24-img4.JPG, id=576, 143.03438pt x 113.67468pt>
File: lectures/../img/lez24-img4.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img4.JPG>
Package pdftex.def Info: lectures/../img/lez24-img4.JPG used on input line 70.
(pdftex.def) Requested size: 117.00119pt x 92.9866pt.
<lectures/../img/lez24-img5.JPG, id=577, 336.50719pt x 115.93312pt>
File: lectures/../img/lez24-img5.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img5.JPG>
Package pdftex.def Info: lectures/../img/lez24-img5.JPG used on input line 76.
(pdftex.def) Requested size: 117.00119pt x 40.3083pt.
Underfull \hbox (badness 10000) in paragraph at lines 67--80
[]
LaTeX Warning: `h' float specifier changed to `ht'.
[143 <./lectures/../img/lez24-img3.JPG> <./lectures/../img/lez24-img4.JPG>]
<lectures/../img/lez24-img6.JPG, id=581, 570.63188pt x 163.3603pt>
File: lectures/../img/lez24-img6.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img6.JPG>
Package pdftex.def Info: lectures/../img/lez24-img6.JPG used on input line 89.
(pdftex.def) Requested size: 195.0pt x 55.82343pt.
Underfull \hbox (badness 10000) in paragraph at lines 86--93
[]
<lectures/../img/lez24-img8.JPG, id=582, 168.63pt x 105.39375pt>
File: lectures/../img/lez24-img8.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img8.JPG>
Package pdftex.def Info: lectures/../img/lez24-img8.JPG used on input line 106
.
(pdftex.def) Requested size: 117.00119pt x 73.12701pt.
Underfull \hbox (badness 10000) in paragraph at lines 102--110
[]
[144 <./lectures/../img/lez24-img5.JPG> <./lectures/../img/lez24-img6.JPG> <./l
ectures/../img/lez24-img8.JPG>]
<lectures/../img/lez24-img9.JPG, id=587, 215.30438pt x 96.36pt>
File: lectures/../img/lez24-img9.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img9.JPG>
Package pdftex.def Info: lectures/../img/lez24-img9.JPG used on input line 114
.
(pdftex.def) Requested size: 117.00119pt x 52.36443pt.
<lectures/../img/lez24-img10.JPG, id=588, 465.99094pt x 182.93344pt>
File: lectures/../img/lez24-img10.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img10.JPG>
Package pdftex.def Info: lectures/../img/lez24-img10.JPG used on input line 13
1.
(pdftex.def) Requested size: 195.0pt x 76.54959pt.
[145 <./lectures/../img/lez24-img9.JPG> <./lectures/../img/lez24-img10.JPG>]
<lectures/../img/lez24-img11.JPG, id=592, 240.9pt x 136.25906pt>
File: lectures/../img/lez24-img11.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img11.JPG>
Package pdftex.def Info: lectures/../img/lez24-img11.JPG used on input line 15
4.
(pdftex.def) Requested size: 195.0pt x 110.3006pt.
Underfull \hbox (badness 10000) in paragraph at lines 151--158
[]
<lectures/../img/lez24-img12.JPG, id=593, 137.01187pt x 103.88812pt>
File: lectures/../img/lez24-img12.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img12.JPG>
Package pdftex.def Info: lectures/../img/lez24-img12.JPG used on input line 17
2.
(pdftex.def) Requested size: 117.00119pt x 88.71747pt.
Underfull \hbox (badness 10000) in paragraph at lines 169--176
[]
[146 <./lectures/../img/lez24-img11.JPG> <./lectures/../img/lez24-img12.JPG>]
<lectures/../img/lez24-img13.JPG, id=597, 252.945pt x 162.6075pt>
File: lectures/../img/lez24-img13.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img13.JPG>
Package pdftex.def Info: lectures/../img/lez24-img13.JPG used on input line 19
1.
(pdftex.def) Requested size: 155.99762pt x 100.28462pt.
Underfull \hbox (badness 10000) in paragraph at lines 205--214
[]
[147 <./lectures/../img/lez24-img13.JPG>]
<lectures/../img/lez24-img14.JPG, id=601, 260.47313pt x 173.89969pt>
File: lectures/../img/lez24-img14.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img14.JPG>
Package pdftex.def Info: lectures/../img/lez24-img14.JPG used on input line 23
0.
(pdftex.def) Requested size: 155.99762pt x 104.14955pt.
Underfull \hbox (badness 10000) in paragraph at lines 227--235
[]
[148 <./lectures/../img/lez24-img14.JPG>]
<lectures/../img/lez24-img15.JPG, id=605, 277.78781pt x 214.55156pt>
File: lectures/../img/lez24-img15.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img15.JPG>
Package pdftex.def Info: lectures/../img/lez24-img15.JPG used on input line 24
7.
(pdftex.def) Requested size: 155.99762pt x 120.48524pt.
Underfull \hbox (badness 10000) in paragraph at lines 251--257
[]
Underfull \hbox (badness 10000) in paragraph at lines 251--257
[]
Underfull \hbox (badness 10000) in paragraph at lines 251--257
[]
Underfull \hbox (badness 10000) in paragraph at lines 261--264
[]
<lectures/../img/lez24-img16.JPG, id=606, 291.33844pt x 123.46124pt>
File: lectures/../img/lez24-img16.JPG Graphic file (type jpg)
<use lectures/../img/lez24-img16.JPG>
Package pdftex.def Info: lectures/../img/lez24-img16.JPG used on input line 27
3.
(pdftex.def) Requested size: 155.99762pt x 66.10855pt.
LaTeX Warning: `h' float specifier changed to `ht'.
) [149 <./lectures/../img/lez24-img15.JPG>] [150 <./lectures/../img/lez24-img16
.JPG>] (main.aux) )
Here is how much of TeX's memory you used:
5774 strings out of 480934
90213 string characters out of 2909670
5864 strings out of 480934
92865 string characters out of 2909670
336249 words of memory out of 3000000
21344 multiletter control sequences out of 15000+200000
21419 multiletter control sequences out of 15000+200000
561784 words of font info for 96 fonts, out of 3000000 for 9000
1141 hyphenation exceptions out of 8191
34i,13n,42p,348b,361s stack positions out of 5000i,500n,10000p,200000b,50000s
<C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jkn
appen/ec/dpi600\ecbi1200.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts
/pk/ljfour/jknappen/ec/dpi600\tcbx1200.pk> <C:\Users\AndreDany\AppData\Local\Mi
KTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\tcti1200.pk> <C:\Users\AndreDany\Ap
pData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\ecti1200.pk> <C:\User
s\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\ecbx144
0.pk> <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/ljfou
r/jknappen/ec/dpi600\ecbx1728.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\
fonts/pk/ljfour/jknappen/ec/dpi600\ecrm1200.pk> <C:\Users\AndreDany\AppData\Loc
al\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\ecbx1200.pk> <C:\Users\AndreDa
ny\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\ecbx2074.pk> <C:
<C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfou
r/jknappen/ec/dpi600\ecbi1200.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\
fonts/pk/ljfour/jknappen/ec/dpi600\tcbx1200.pk> <C:\Users\AndreDany\AppData\Loc
al\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\tcti1200.pk> <C:\Users\AndreDa
ny\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\ecti1200.pk> <C:
\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\ec
rm2074.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappe
n/ec/dpi600\ecbx2488.pk><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfont
s/cm/cmbx6.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmbx
8.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmex10.pfb><C
:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cmextra/cmex8.pfb><C:/Pr
ogram Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmmi10.pfb><C:/Program Fi
les/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmmi12.pfb><C:/Program Files/MiKT
eX 2.9/fonts/type1/public/amsfonts/cm/cmmi6.pfb><C:/Program Files/MiKTeX 2.9/fo
nts/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/a
msfonts/cm/cmr6.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm
/cmr8.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmsy10.pf
b><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmsy6.pfb><C:/Pro
gram Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmsy8.pfb><C:/Program File
s/MiKTeX 2.9/fonts/type1/public/amsfonts/symbols/msam10.pfb><C:/Program Files/M
iKTeX 2.9/fonts/type1/public/amsfonts/symbols/msbm10.pfb>
Output written on main.pdf (143 pages, 2873768 bytes).
bx1440.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappe
n/ec/dpi600\tcrm1200.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/
ljfour/jknappen/ec/dpi600\ecbx1728.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\ecbx1200.pk> <C:\Users\An
dreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi600\ecbx2074.pk
> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jknappen/ec/dpi6
00\ecrm2074.pk> <C:\Users\AndreDany\AppData\Local\MiKTeX\2.9\fonts/pk/ljfour/jk
nappen/ec/dpi600\ecbx2488.pk><C:/Program Files/MiKTeX 2.9/fonts/type1/public/am
sfonts/cm/cmbx6.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm
/cmbx8.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmex10.p
fb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cmextra/cmex8.pfb><
C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmmi10.pfb><C:/Progr
am Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmmi12.pfb><C:/Program Files
/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmmi6.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/pub
lic/amsfonts/cm/cmr6.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfon
ts/cm/cmr8.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmsy
10.pfb><C:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmsy6.pfb><C
:/Program Files/MiKTeX 2.9/fonts/type1/public/amsfonts/cm/cmsy8.pfb><C:/Program
Files/MiKTeX 2.9/fonts/type1/public/amsfonts/symbols/msam10.pfb><C:/Program Fi
les/MiKTeX 2.9/fonts/type1/public/amsfonts/symbols/msbm10.pfb>
Output written on main.pdf (151 pages, 3152972 bytes).
PDF statistics:
1089 PDF objects out of 1200 (max. 8388607)
1133 PDF objects out of 1200 (max. 8388607)
0 named destinations out of 1000 (max. 500000)
446 words of extra memory for PDF output out of 10000 (max. 10000000)
521 words of extra memory for PDF output out of 10000 (max. 10000000)

View File

@ -102,3 +102,8 @@
\contentsline {section}{\numberline {23.1}Boosting}{137}%
\contentsline {section}{\numberline {23.2}Adaboost}{140}%
\contentsline {chapter}{\numberline {24}Lecture 24 - 09-06-2020}{142}%
\contentsline {section}{\numberline {24.1}Neural Networks}{142}%
\contentsline {subsection}{\numberline {24.1.1}Feedforward NN}{142}%
\contentsline {section}{\numberline {24.2}Deep Learning}{148}%
\contentsline {subsection}{\numberline {24.2.1}Convolution Neural Network}{149}%
\contentsline {subsection}{\numberline {24.2.2}General infos about Neural Networks}{149}%