commit c12b11a92acb21b8538d57a38e5b4b100953d86c Author: Simon Klüttermann Date: Wed Sep 14 16:35:37 2022 +0200 initial push diff --git a/data/000.txt b/data/000.txt new file mode 100644 index 0000000..57c13ce --- /dev/null +++ b/data/000.txt @@ -0,0 +1,5 @@ + + + + + \ No newline at end of file diff --git a/data/001Anomaly Detection.txt b/data/001Anomaly Detection.txt new file mode 100644 index 0000000..5d7bcb3 --- /dev/null +++ b/data/001Anomaly Detection.txt @@ -0,0 +1,17 @@ + + + + + Two distributions + +One known (=normal) +One unknown (=anomalies) + +Seperate them + + + + + + + \ No newline at end of file diff --git a/data/002Anomaly Detection.txt b/data/002Anomaly Detection.txt new file mode 100644 index 0000000..f931800 --- /dev/null +++ b/data/002Anomaly Detection.txt @@ -0,0 +1,18 @@ + + + + + Two distributions + +One known (=normal) +One unknown (=anomalies) + +Seperate them +Problem: few anomalies + + + + + + + \ No newline at end of file diff --git a/data/003Anomaly Detection.txt b/data/003Anomaly Detection.txt new file mode 100644 index 0000000..e647d8d --- /dev/null +++ b/data/003Anomaly Detection.txt @@ -0,0 +1,19 @@ + + + + + Anomalies are rare, so often only a few datapoints known (e.g. Machine Failure in an Aircraft) +In practice, anomalies might appear that are not known during testing +->So train the model only on normal samples +Unsupervised Machine Learning + +What can we say without knowing anomalies? +''Understand you dataset'' + + + + + + + + \ No newline at end of file diff --git a/data/004Anomaly Detection.txt b/data/004Anomaly Detection.txt new file mode 100644 index 0000000..39b1aee --- /dev/null +++ b/data/004Anomaly Detection.txt @@ -0,0 +1,19 @@ + + + + + Anomalies are rare, so often only a few datapoints known (e.g. Machine Failure in an Aircraft) +In practice, anomalies might appear that are not known during testing +->So train the model only on normal samples +Unsupervised Machine Learning + +What can we say without knowing anomalies? +''Understand you dataset'' + + + + + + + + \ No newline at end of file diff --git a/data/005Anomaly Detection.txt b/data/005Anomaly Detection.txt new file mode 100644 index 0000000..2639985 --- /dev/null +++ b/data/005Anomaly Detection.txt @@ -0,0 +1,17 @@ + + + + + Seems easy? Now do this + +in thousands of dimensions +with complicated distributions +and overlap between anomalies and normal points + + + + + + + + \ No newline at end of file diff --git a/data/006AutoML.txt b/data/006AutoML.txt new file mode 100644 index 0000000..4dcd656 --- /dev/null +++ b/data/006AutoML.txt @@ -0,0 +1,14 @@ + + + + + Most machine learning requires Hyperparameter Optimisation +(Find model parameters that result in the best results) +->AutoML: Do this automatically as fast as possible + + + + + + + \ No newline at end of file diff --git a/data/007AutoAD.txt b/data/007AutoAD.txt new file mode 100644 index 0000000..b12a65a --- /dev/null +++ b/data/007AutoAD.txt @@ -0,0 +1,12 @@ + + + So lets combine both (Auto Anomaly Detection) +->Problem + +AutoMl requires Evaluation (loss, accuracy, AUC) to optimize +AD can only be evaluated with regards to the anomalies +->no longer unsupervised + +So most Anomaly Detection is ''unoptimized'' + + \ No newline at end of file diff --git a/data/008Solution 1 Metrics.txt b/data/008Solution 1 Metrics.txt new file mode 100644 index 0000000..ee4940a --- /dev/null +++ b/data/008Solution 1 Metrics.txt @@ -0,0 +1,14 @@ + + + + + So how to solve this? +One option: Think of some function to evaluate only the normal points +->A bit hard to do in a case study + + + + + + + \ No newline at end of file diff --git a/data/009Solution 2 OneShot Learning.txt b/data/009Solution 2 OneShot Learning.txt new file mode 100644 index 0000000..43df0b8 --- /dev/null +++ b/data/009Solution 2 OneShot Learning.txt @@ -0,0 +1,9 @@ + + + So how to solve this? +One option: ''Just find the best solution directly'' +->Zero Shot AutoML +Find best practices for hyperparameters +Requires optimisation for each model seperately -> matches the case study structure quite well! + + \ No newline at end of file diff --git a/data/010Course.txt b/data/010Course.txt new file mode 100644 index 0000000..49580fb --- /dev/null +++ b/data/010Course.txt @@ -0,0 +1,23 @@ + + + + + Basics of Scientific Computing +Basics of AD +Basics of AutoML +Build groups for each algorithm + +Choose a set of Hyperparameters +Find ''best practice`s'' for them +Maybe consider more complicated Transformations (Preprocessing, Ensemble) + +Compare between groups (best algorithm for current situation) +Evaluate on new datasets +Write a report/Present your work + + + + + + + \ No newline at end of file diff --git a/data/011Questions.txt b/data/011Questions.txt new file mode 100644 index 0000000..d2dee7d --- /dev/null +++ b/data/011Questions.txt @@ -0,0 +1,10 @@ + + + Requirements: + +MD Req 1->MD Req 8 +Basic Python/Math Knowledge +Motivation to learn something new;) + + + \ No newline at end of file diff --git a/general.txt b/general.txt new file mode 100644 index 0000000..e9f1307 --- /dev/null +++ b/general.txt @@ -0,0 +1,12 @@ + + + + +<stitle AutoML4Rad> + +<institute ls9 tu Dortmund> + +<theme CambridgeUS> +<colo dolphin> + +</plt> diff --git a/imgs b/imgs new file mode 160000 index 0000000..62ffd6a --- /dev/null +++ b/imgs @@ -0,0 +1 @@ +Subproject commit 62ffd6ae589d7983791feea9d44d7658534d54a0 diff --git a/out/compile.bat b/out/compile.bat new file mode 100644 index 0000000..4024411 --- /dev/null +++ b/out/compile.bat @@ -0,0 +1,3 @@ +pdflatex main.tex +pdflatex main.tex + diff --git a/out/compile.sh b/out/compile.sh new file mode 100755 index 0000000..4024411 --- /dev/null +++ b/out/compile.sh @@ -0,0 +1,3 @@ +pdflatex main.tex +pdflatex main.tex + diff --git a/out/label.json b/out/label.json new file mode 100644 index 0000000..5e4f79b --- /dev/null +++ b/out/label.json @@ -0,0 +1,74 @@ +[ + { + "typ": "img", + "files": [ + "..//prep/01Anomaly_Detection/anomalies.pdf" + ], + "label": "prep01Anomaly_Detectionanomaliespdf", + "caption": "", + "where": "../case1/data/001Anomaly Detection.txt" + }, + { + "typ": "img", + "files": [ + "..//prep/02Anomaly_Detection/difference.pdf" + ], + "label": "prep02Anomaly_Detectiondifferencepdf", + "caption": "", + "where": "../case1/data/002Anomaly Detection.txt" + }, + { + "typ": "img", + "files": [ + "..//prep/03Anomaly_Detection/usup.pdf" + ], + "label": "prep03Anomaly_Detectionusuppdf", + "caption": "", + "where": "../case1/data/003Anomaly Detection.txt" + }, + { + "typ": "img", + "files": [ + "..//prep/04Anomaly_Detection/circle.pdf" + ], + "label": "prep04Anomaly_Detectioncirclepdf", + "caption": "", + "where": "../case1/data/004Anomaly Detection.txt" + }, + { + "typ": "img", + "files": [ + "..//prep/05Anomaly_Detection/anomaly_detection.png" + ], + "label": "prep05Anomaly_Detectionanomaly_detectionpng", + "caption": "", + "where": "../case1/data/005Anomaly Detection.txt" + }, + { + "typ": "img", + "files": [ + "..//prep/06AutoML/Download.png" + ], + "label": "prep06AutoMLDownloadpng", + "caption": "", + "where": "../case1/data/006AutoML.txt" + }, + { + "typ": "img", + "files": [ + "..//prep/08Solution_1_Metrics/circle2.pdf" + ], + "label": "prep08Solution_1_Metricscircle2pdf", + "caption": "", + "where": "../case1/data/008Solution 1 Metrics.txt" + }, + { + "typ": "img", + "files": [ + "..//prep/09Course/table.png" + ], + "label": "prep09Coursetablepng", + "caption": "", + "where": "../case1/data/010Course.txt" + } +] \ No newline at end of file diff --git a/out/main.aux b/out/main.aux new file mode 100644 index 0000000..42b5c9b --- /dev/null +++ b/out/main.aux @@ -0,0 +1,108 @@ +\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]{} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{1}{1/1}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {1}{1}}} +\newlabel{Anomaly Detection<1>}{{2}{2}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Anomaly Detection<1>}{2}} +\newlabel{Anomaly Detection}{{2}{2}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Anomaly Detection}{2}} +\newlabel{fig:prep01Anomaly_Detectionanomaliespdf}{{2}{2}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {fig:prep01Anomaly_Detectionanomaliespdf}{2}} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{2}{2/2}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {2}{2}}} +\newlabel{Anomaly Detection<1>}{{3}{3}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Anomaly Detection<1>}{3}} +\newlabel{Anomaly Detection}{{3}{3}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Anomaly Detection}{3}} +\newlabel{fig:prep02Anomaly_Detectiondifferencepdf}{{3}{3}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {fig:prep02Anomaly_Detectiondifferencepdf}{3}} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{3}{3/3}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {3}{3}}} +\newlabel{Anomaly Detection<1>}{{4}{4}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Anomaly Detection<1>}{4}} +\newlabel{Anomaly Detection}{{4}{4}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Anomaly Detection}{4}} +\newlabel{fig:prep03Anomaly_Detectionusuppdf}{{4}{4}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {fig:prep03Anomaly_Detectionusuppdf}{4}} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{4}{4/4}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {4}{4}}} +\newlabel{Anomaly Detection<1>}{{5}{5}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Anomaly Detection<1>}{5}} +\newlabel{Anomaly Detection}{{5}{5}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Anomaly Detection}{5}} +\newlabel{fig:prep04Anomaly_Detectioncirclepdf}{{5}{5}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {fig:prep04Anomaly_Detectioncirclepdf}{5}} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{5}{5/5}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {5}{5}}} +\newlabel{Anomaly Detection<1>}{{6}{6}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Anomaly Detection<1>}{6}} +\newlabel{Anomaly Detection}{{6}{6}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Anomaly Detection}{6}} +\newlabel{fig:prep05Anomaly_Detectionanomaly_detectionpng}{{6}{6}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {fig:prep05Anomaly_Detectionanomaly_detectionpng}{6}} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{6}{6/6}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {6}{6}}} +\newlabel{AutoML<1>}{{7}{7}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {AutoML<1>}{7}} +\newlabel{AutoML}{{7}{7}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {AutoML}{7}} +\newlabel{fig:prep06AutoMLDownloadpng}{{7}{7}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {fig:prep06AutoMLDownloadpng}{7}} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{7}{7/7}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {7}{7}}} +\newlabel{AutoAD<1>}{{8}{8}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {AutoAD<1>}{8}} +\newlabel{AutoAD}{{8}{8}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {AutoAD}{8}} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{8}{8/8}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {8}{8}}} +\newlabel{Solution 1 Metrics<1>}{{9}{9}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Solution 1 Metrics<1>}{9}} +\newlabel{Solution 1 Metrics}{{9}{9}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Solution 1 Metrics}{9}} +\newlabel{fig:prep08Solution_1_Metricscircle2pdf}{{9}{9}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {fig:prep08Solution_1_Metricscircle2pdf}{9}} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{9}{9/9}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {9}{9}}} +\newlabel{Solution 2 OneShot Learning<1>}{{10}{10}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Solution 2 OneShot Learning<1>}{10}} +\newlabel{Solution 2 OneShot Learning}{{10}{10}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Solution 2 OneShot Learning}{10}} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{10}{10/10}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {10}{10}}} +\newlabel{Course<1>}{{11}{11}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Course<1>}{11}} +\newlabel{Course}{{11}{11}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Course}{11}} +\newlabel{fig:prep09Coursetablepng}{{11}{11}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {fig:prep09Coursetablepng}{11}} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{11}{11/11}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {11}{11}}} +\newlabel{Questions<1>}{{12}{12}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Questions<1>}{12}} +\newlabel{Questions}{{12}{12}{}{Doc-Start}{}} +\@writefile{snm}{\beamer@slide {Questions}{12}} +\@writefile{nav}{\headcommand {\slideentry {0}{0}{12}{12/12}{}{0}}} +\@writefile{nav}{\headcommand {\beamer@framepages {12}{12}}} +\@writefile{nav}{\headcommand {\beamer@partpages {1}{12}}} +\@writefile{nav}{\headcommand {\beamer@subsectionpages {1}{12}}} +\@writefile{nav}{\headcommand {\beamer@sectionpages {1}{12}}} +\@writefile{nav}{\headcommand {\beamer@documentpages {12}}} +\@writefile{nav}{\headcommand {\gdef \inserttotalframenumber {12}}} +\gdef \@abspage@last{12} diff --git a/out/main.log b/out/main.log new file mode 100644 index 0000000..964b8df --- /dev/null +++ b/out/main.log @@ -0,0 +1,1203 @@ +This is pdfTeX, Version 3.141592653-2.6-1.40.23 (TeX Live 2021/Arch Linux) (preloaded format=pdflatex 2022.2.18) 14 SEP 2022 16:12 +entering extended mode + restricted \write18 enabled. + %&-line parsing enabled. +**main.tex +(./main.tex +LaTeX2e <2021-11-15> patch level 1 +L3 programming layer <2021-11-22> +(/usr/share/texmf-dist/tex/latex/beamer/beamer.cls +Document Class: beamer 2021/10/18 v3.64 A class for typesetting presentations +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasemodes.sty +(/usr/share/texmf-dist/tex/latex/etoolbox/etoolbox.sty +Package: etoolbox 2020/10/05 v2.5k e-TeX tools for LaTeX (JAW) +\etb@tempcnta=\count183 +) +\beamer@tempbox=\box50 +\beamer@tempcount=\count184 +\c@beamerpauses=\count185 + +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasedecode.sty +\beamer@slideinframe=\count186 +\beamer@minimum=\count187 +\beamer@decode@box=\box51 +) +\beamer@commentbox=\box52 +\beamer@modecount=\count188 +) +(/usr/share/texmf-dist/tex/generic/iftex/ifpdf.sty +Package: ifpdf 2019/10/25 v3.4 ifpdf legacy package. Use iftex instead. + +(/usr/share/texmf-dist/tex/generic/iftex/iftex.sty +Package: iftex 2020/03/06 v1.0d TeX engine tests +)) +\headdp=\dimen138 +\footheight=\dimen139 +\sidebarheight=\dimen140 +\beamer@tempdim=\dimen141 +\beamer@finalheight=\dimen142 +\beamer@animht=\dimen143 +\beamer@animdp=\dimen144 +\beamer@animwd=\dimen145 +\beamer@leftmargin=\dimen146 +\beamer@rightmargin=\dimen147 +\beamer@leftsidebar=\dimen148 +\beamer@rightsidebar=\dimen149 +\beamer@boxsize=\dimen150 +\beamer@vboxoffset=\dimen151 +\beamer@descdefault=\dimen152 +\beamer@descriptionwidth=\dimen153 +\beamer@lastskip=\skip47 +\beamer@areabox=\box53 +\beamer@animcurrent=\box54 +\beamer@animshowbox=\box55 +\beamer@sectionbox=\box56 +\beamer@logobox=\box57 +\beamer@linebox=\box58 +\beamer@sectioncount=\count189 +\beamer@subsubsectionmax=\count190 +\beamer@subsectionmax=\count191 +\beamer@sectionmax=\count192 +\beamer@totalheads=\count193 +\beamer@headcounter=\count194 +\beamer@partstartpage=\count195 +\beamer@sectionstartpage=\count196 +\beamer@subsectionstartpage=\count197 +\beamer@animationtempa=\count198 +\beamer@animationtempb=\count199 +\beamer@xpos=\count266 +\beamer@ypos=\count267 +\beamer@ypos@offset=\count268 +\beamer@showpartnumber=\count269 +\beamer@currentsubsection=\count270 +\beamer@coveringdepth=\count271 +\beamer@sectionadjust=\count272 +\beamer@toclastsection=\count273 +\beamer@tocsectionnumber=\count274 + +(/usr/share/texmf-dist/tex/latex/beamer/beamerbaseoptions.sty +(/usr/share/texmf-dist/tex/latex/graphics/keyval.sty +Package: keyval 2014/10/28 v1.15 key=value parser (DPC) +\KV@toks@=\toks16 +)) +\beamer@paperwidth=\skip48 +\beamer@paperheight=\skip49 + +(/usr/share/texmf-dist/tex/latex/geometry/geometry.sty +Package: geometry 2020/01/02 v5.9 Page Geometry + +(/usr/share/texmf-dist/tex/generic/iftex/ifvtex.sty +Package: ifvtex 2019/10/25 v1.7 ifvtex legacy package. Use iftex instead. +) +\Gm@cnth=\count275 +\Gm@cntv=\count276 +\c@Gm@tempcnt=\count277 +\Gm@bindingoffset=\dimen154 +\Gm@wd@mp=\dimen155 +\Gm@odd@mp=\dimen156 +\Gm@even@mp=\dimen157 +\Gm@layoutwidth=\dimen158 +\Gm@layoutheight=\dimen159 +\Gm@layouthoffset=\dimen160 +\Gm@layoutvoffset=\dimen161 +\Gm@dimlist=\toks17 +) +(/usr/share/texmf-dist/tex/latex/base/size11.clo +File: size11.clo 2021/10/04 v1.4n Standard LaTeX file (size option) +) +(/usr/share/texmf-dist/tex/latex/pgf/basiclayer/pgfcore.sty +(/usr/share/texmf-dist/tex/latex/graphics/graphicx.sty +Package: graphicx 2021/09/16 v1.2d Enhanced LaTeX Graphics (DPC,SPQR) + +(/usr/share/texmf-dist/tex/latex/graphics/graphics.sty +Package: graphics 2021/03/04 v1.4d Standard LaTeX Graphics (DPC,SPQR) + +(/usr/share/texmf-dist/tex/latex/graphics/trig.sty +Package: trig 2021/08/11 v1.11 sin cos tan (DPC) +) +(/usr/share/texmf-dist/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 107. + +(/usr/share/texmf-dist/tex/latex/graphics-def/pdftex.def +File: pdftex.def 2020/10/05 v1.2a Graphics/color driver for pdftex +)) +\Gin@req@height=\dimen162 +\Gin@req@width=\dimen163 +) +(/usr/share/texmf-dist/tex/latex/pgf/systemlayer/pgfsys.sty +(/usr/share/texmf-dist/tex/latex/pgf/utilities/pgfrcs.sty +(/usr/share/texmf-dist/tex/generic/pgf/utilities/pgfutil-common.tex +\pgfutil@everybye=\toks18 +\pgfutil@tempdima=\dimen164 +\pgfutil@tempdimb=\dimen165 + +(/usr/share/texmf-dist/tex/generic/pgf/utilities/pgfutil-common-lists.tex)) +(/usr/share/texmf-dist/tex/generic/pgf/utilities/pgfutil-latex.def +\pgfutil@abb=\box59 +) +(/usr/share/texmf-dist/tex/generic/pgf/utilities/pgfrcs.code.tex +(/usr/share/texmf-dist/tex/generic/pgf/pgf.revision.tex) +Package: pgfrcs 2021/05/15 v3.1.9a (3.1.9a) +)) +(/usr/share/texmf-dist/tex/generic/pgf/systemlayer/pgfsys.code.tex +Package: pgfsys 2021/05/15 v3.1.9a (3.1.9a) + +(/usr/share/texmf-dist/tex/generic/pgf/utilities/pgfkeys.code.tex +\pgfkeys@pathtoks=\toks19 +\pgfkeys@temptoks=\toks20 + +(/usr/share/texmf-dist/tex/generic/pgf/utilities/pgfkeysfiltered.code.tex +\pgfkeys@tmptoks=\toks21 +)) +\pgf@x=\dimen166 +\pgf@y=\dimen167 +\pgf@xa=\dimen168 +\pgf@ya=\dimen169 +\pgf@xb=\dimen170 +\pgf@yb=\dimen171 +\pgf@xc=\dimen172 +\pgf@yc=\dimen173 +\pgf@xd=\dimen174 +\pgf@yd=\dimen175 +\w@pgf@writea=\write3 +\r@pgf@reada=\read2 +\c@pgf@counta=\count278 +\c@pgf@countb=\count279 +\c@pgf@countc=\count280 +\c@pgf@countd=\count281 +\t@pgf@toka=\toks22 +\t@pgf@tokb=\toks23 +\t@pgf@tokc=\toks24 +\pgf@sys@id@count=\count282 + +(/usr/share/texmf-dist/tex/generic/pgf/systemlayer/pgf.cfg +File: pgf.cfg 2021/05/15 v3.1.9a (3.1.9a) +) +Driver file for pgf: pgfsys-pdftex.def + +(/usr/share/texmf-dist/tex/generic/pgf/systemlayer/pgfsys-pdftex.def +File: pgfsys-pdftex.def 2021/05/15 v3.1.9a (3.1.9a) + +(/usr/share/texmf-dist/tex/generic/pgf/systemlayer/pgfsys-common-pdf.def +File: pgfsys-common-pdf.def 2021/05/15 v3.1.9a (3.1.9a) +))) +(/usr/share/texmf-dist/tex/generic/pgf/systemlayer/pgfsyssoftpath.code.tex +File: pgfsyssoftpath.code.tex 2021/05/15 v3.1.9a (3.1.9a) +\pgfsyssoftpath@smallbuffer@items=\count283 +\pgfsyssoftpath@bigbuffer@items=\count284 +) +(/usr/share/texmf-dist/tex/generic/pgf/systemlayer/pgfsysprotocol.code.tex +File: pgfsysprotocol.code.tex 2021/05/15 v3.1.9a (3.1.9a) +)) +(/usr/share/texmf-dist/tex/latex/xcolor/xcolor.sty +Package: xcolor 2021/10/31 v2.13 LaTeX color extensions (UK) + +(/usr/share/texmf-dist/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 227. +Package xcolor Info: Model `cmy' substituted by `cmy0' on input line 1352. +Package xcolor Info: Model `hsb' substituted by `rgb' on input line 1356. +Package xcolor Info: Model `RGB' extended on input line 1368. +Package xcolor Info: Model `HTML' substituted by `rgb' on input line 1370. +Package xcolor Info: Model `Hsb' substituted by `hsb' on input line 1371. +Package xcolor Info: Model `tHsb' substituted by `hsb' on input line 1372. +Package xcolor Info: Model `HSB' substituted by `hsb' on input line 1373. +Package xcolor Info: Model `Gray' substituted by `gray' on input line 1374. +Package xcolor Info: Model `wave' substituted by `hsb' on input line 1375. +) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcore.code.tex +Package: pgfcore 2021/05/15 v3.1.9a (3.1.9a) + +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmath.code.tex +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathcalc.code.tex +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathutil.code.tex) +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathparser.code.tex +\pgfmath@dimen=\dimen176 +\pgfmath@count=\count285 +\pgfmath@box=\box60 +\pgfmath@toks=\toks25 +\pgfmath@stack@operand=\toks26 +\pgfmath@stack@operation=\toks27 +) +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.code.tex +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.basic.code.tex) +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.trigonometric.code +.tex) +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.random.code.tex) +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.comparison.code.te +x) (/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.base.code.tex) +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.round.code.tex) +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.misc.code.tex) +(/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathfunctions.integerarithmetics +.code.tex))) (/usr/share/texmf-dist/tex/generic/pgf/math/pgfmathfloat.code.tex +\c@pgfmathroundto@lastzeros=\count286 +)) (/usr/share/texmf-dist/tex/generic/pgf/math/pgfint.code.tex) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcorepoints.code.tex +File: pgfcorepoints.code.tex 2021/05/15 v3.1.9a (3.1.9a) +\pgf@picminx=\dimen177 +\pgf@picmaxx=\dimen178 +\pgf@picminy=\dimen179 +\pgf@picmaxy=\dimen180 +\pgf@pathminx=\dimen181 +\pgf@pathmaxx=\dimen182 +\pgf@pathminy=\dimen183 +\pgf@pathmaxy=\dimen184 +\pgf@xx=\dimen185 +\pgf@xy=\dimen186 +\pgf@yx=\dimen187 +\pgf@yy=\dimen188 +\pgf@zx=\dimen189 +\pgf@zy=\dimen190 +) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcorepathconstruct.code.tex +File: pgfcorepathconstruct.code.tex 2021/05/15 v3.1.9a (3.1.9a) +\pgf@path@lastx=\dimen191 +\pgf@path@lasty=\dimen192 +) (/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcorepathusage.code.tex +File: pgfcorepathusage.code.tex 2021/05/15 v3.1.9a (3.1.9a) +\pgf@shorten@end@additional=\dimen193 +\pgf@shorten@start@additional=\dimen194 +) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcorescopes.code.tex +File: pgfcorescopes.code.tex 2021/05/15 v3.1.9a (3.1.9a) +\pgfpic=\box61 +\pgf@hbox=\box62 +\pgf@layerbox@main=\box63 +\pgf@picture@serial@count=\count287 +) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcoregraphicstate.code.tex +File: pgfcoregraphicstate.code.tex 2021/05/15 v3.1.9a (3.1.9a) +\pgflinewidth=\dimen195 +) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcoretransformations.code.t +ex +File: pgfcoretransformations.code.tex 2021/05/15 v3.1.9a (3.1.9a) +\pgf@pt@x=\dimen196 +\pgf@pt@y=\dimen197 +\pgf@pt@temp=\dimen198 +) (/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcorequick.code.tex +File: pgfcorequick.code.tex 2021/05/15 v3.1.9a (3.1.9a) +) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcoreobjects.code.tex +File: pgfcoreobjects.code.tex 2021/05/15 v3.1.9a (3.1.9a) +) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcorepathprocessing.code.te +x +File: pgfcorepathprocessing.code.tex 2021/05/15 v3.1.9a (3.1.9a) +) (/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcorearrows.code.tex +File: pgfcorearrows.code.tex 2021/05/15 v3.1.9a (3.1.9a) +\pgfarrowsep=\dimen199 +) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcoreshade.code.tex +File: pgfcoreshade.code.tex 2021/05/15 v3.1.9a (3.1.9a) +\pgf@max=\dimen256 +\pgf@sys@shading@range@num=\count288 +\pgf@shadingcount=\count289 +) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcoreimage.code.tex +File: pgfcoreimage.code.tex 2021/05/15 v3.1.9a (3.1.9a) + +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcoreexternal.code.tex +File: pgfcoreexternal.code.tex 2021/05/15 v3.1.9a (3.1.9a) +\pgfexternal@startupbox=\box64 +)) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcorelayers.code.tex +File: pgfcorelayers.code.tex 2021/05/15 v3.1.9a (3.1.9a) +) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcoretransparency.code.tex +File: pgfcoretransparency.code.tex 2021/05/15 v3.1.9a (3.1.9a) +) (/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcorepatterns.code.tex +File: pgfcorepatterns.code.tex 2021/05/15 v3.1.9a (3.1.9a) +) +(/usr/share/texmf-dist/tex/generic/pgf/basiclayer/pgfcorerdf.code.tex +File: pgfcorerdf.code.tex 2021/05/15 v3.1.9a (3.1.9a) +))) +(/usr/share/texmf-dist/tex/latex/pgf/utilities/xxcolor.sty +Package: xxcolor 2003/10/24 ver 0.1 +\XC@nummixins=\count290 +\XC@countmixins=\count291 +) +(/usr/share/texmf-dist/tex/latex/base/atbegshi-ltx.sty +Package: atbegshi-ltx 2021/01/10 v1.0c Emulation of the original atbegshi +package with kernel methods +) +(/usr/share/texmf-dist/tex/latex/hyperref/hyperref.sty +Package: hyperref 2021-06-07 v7.00m Hypertext links for LaTeX + +(/usr/share/texmf-dist/tex/generic/ltxcmds/ltxcmds.sty +Package: ltxcmds 2020-05-10 v1.25 LaTeX kernel commands for general use (HO) +) +(/usr/share/texmf-dist/tex/generic/pdftexcmds/pdftexcmds.sty +Package: pdftexcmds 2020-06-27 v0.33 Utility functions of pdfTeX for LuaTeX (HO +) + +(/usr/share/texmf-dist/tex/generic/infwarerr/infwarerr.sty +Package: infwarerr 2019/12/03 v1.5 Providing info/warning/error messages (HO) +) +Package pdftexcmds Info: \pdf@primitive is available. +Package pdftexcmds Info: \pdf@ifprimitive is available. +Package pdftexcmds Info: \pdfdraftmode found. +) +(/usr/share/texmf-dist/tex/generic/kvsetkeys/kvsetkeys.sty +Package: kvsetkeys 2019/12/15 v1.18 Key value parser (HO) +) +(/usr/share/texmf-dist/tex/generic/kvdefinekeys/kvdefinekeys.sty +Package: kvdefinekeys 2019-12-19 v1.6 Define keys (HO) +) +(/usr/share/texmf-dist/tex/generic/pdfescape/pdfescape.sty +Package: pdfescape 2019/12/09 v1.15 Implements pdfTeX's escape features (HO) +) +(/usr/share/texmf-dist/tex/latex/hycolor/hycolor.sty +Package: hycolor 2020-01-27 v1.10 Color options for hyperref/bookmark (HO) +) +(/usr/share/texmf-dist/tex/latex/letltxmacro/letltxmacro.sty +Package: letltxmacro 2019/12/03 v1.6 Let assignment for LaTeX macros (HO) +) +(/usr/share/texmf-dist/tex/latex/auxhook/auxhook.sty +Package: auxhook 2019-12-17 v1.6 Hooks for auxiliary files (HO) +) +(/usr/share/texmf-dist/tex/latex/kvoptions/kvoptions.sty +Package: kvoptions 2020-10-07 v3.14 Key value format for package options (HO) +) +\@linkdim=\dimen257 +\Hy@linkcounter=\count292 +\Hy@pagecounter=\count293 + +(/usr/share/texmf-dist/tex/latex/hyperref/pd1enc.def +File: pd1enc.def 2021-06-07 v7.00m Hyperref: PDFDocEncoding definition (HO) +) +(/usr/share/texmf-dist/tex/latex/hyperref/hyperref-langpatches.def +File: hyperref-langpatches.def 2021-06-07 v7.00m Hyperref: patches for babel la +nguages +) +(/usr/share/texmf-dist/tex/generic/intcalc/intcalc.sty +Package: intcalc 2019/12/15 v1.3 Expandable calculations with integers (HO) +) +(/usr/share/texmf-dist/tex/generic/etexcmds/etexcmds.sty +Package: etexcmds 2019/12/15 v1.7 Avoid name clashes with e-TeX commands (HO) +) +\Hy@SavedSpaceFactor=\count294 + +(/usr/share/texmf-dist/tex/latex/hyperref/puenc.def +File: puenc.def 2021-06-07 v7.00m Hyperref: PDF Unicode definition (HO) +) +Package hyperref Info: Option `bookmarks' set `true' on input line 4073. +Package hyperref Info: Option `bookmarksopen' set `true' on input line 4073. +Package hyperref Info: Option `pdfpagelabels' set `false' on input line 4073. +Package hyperref Info: Option `implicit' set `false' on input line 4073. +Package hyperref Info: Hyper figures OFF on input line 4192. +Package hyperref Info: Link nesting OFF on input line 4197. +Package hyperref Info: Hyper index ON on input line 4200. +Package hyperref Info: Plain pages OFF on input line 4207. +Package hyperref Info: Backreferencing OFF on input line 4212. +Package hyperref Info: Implicit mode OFF; no redefinition of LaTeX internals. +Package hyperref Info: Bookmarks ON on input line 4445. +\c@Hy@tempcnt=\count295 + +(/usr/share/texmf-dist/tex/latex/url/url.sty +\Urlmuskip=\muskip16 +Package: url 2013/09/16 ver 3.4 Verb mode for urls, etc. +) +LaTeX Info: Redefining \url on input line 4804. +\XeTeXLinkMargin=\dimen258 + +(/usr/share/texmf-dist/tex/generic/bitset/bitset.sty +Package: bitset 2019/12/09 v1.3 Handle bit-vector datatype (HO) + +(/usr/share/texmf-dist/tex/generic/bigintcalc/bigintcalc.sty +Package: bigintcalc 2019/12/15 v1.5 Expandable calculations on big integers (HO +) +)) +\Fld@menulength=\count296 +\Field@Width=\dimen259 +\Fld@charsize=\dimen260 +Package hyperref Info: Hyper figures OFF on input line 6076. +Package hyperref Info: Link nesting OFF on input line 6081. +Package hyperref Info: Hyper index ON on input line 6084. +Package hyperref Info: backreferencing OFF on input line 6091. +Package hyperref Info: Link coloring OFF on input line 6096. +Package hyperref Info: Link coloring with OCG OFF on input line 6101. +Package hyperref Info: PDF/A mode OFF on input line 6106. +LaTeX Info: Redefining \ref on input line 6146. +LaTeX Info: Redefining \pageref on input line 6150. + + +Package hyperref Message: Stopped early. + +) +Package hyperref Info: Driver (autodetected): hpdftex. + (/usr/share/texmf-dist/tex/latex/hyperref/hpdftex.def +File: hpdftex.def 2021-06-07 v7.00m Hyperref driver for pdfTeX +\Fld@listcount=\count297 +\c@bookmark@seq@number=\count298 + +(/usr/share/texmf-dist/tex/latex/rerunfilecheck/rerunfilecheck.sty +Package: rerunfilecheck 2019/12/05 v1.9 Rerun checks for auxiliary files (HO) + +(/usr/share/texmf-dist/tex/latex/base/atveryend-ltx.sty +Package: atveryend-ltx 2020/08/19 v1.0a Emulation of the original atveryend pac +kage +with kernel methods +) +(/usr/share/texmf-dist/tex/generic/uniquecounter/uniquecounter.sty +Package: uniquecounter 2019/12/15 v1.4 Provide unlimited unique counter (HO) +) +Package uniquecounter Info: New unique counter `rerunfilecheck' on input line 2 +86. +)) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbaserequires.sty +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasecompatibility.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasefont.sty +(/usr/share/texmf-dist/tex/latex/amsfonts/amssymb.sty +Package: amssymb 2013/01/14 v3.01 AMS font symbols + +(/usr/share/texmf-dist/tex/latex/amsfonts/amsfonts.sty +Package: amsfonts 2013/01/14 v3.01 Basic AMSFonts support +\@emptytoks=\toks28 +\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. +)) +(/usr/share/texmf-dist/tex/latex/sansmathaccent/sansmathaccent.sty +Package: sansmathaccent 2020/01/31 + +(/usr/share/texmf-dist/tex/latex/koma-script/scrlfile.sty +Package: scrlfile 2021/11/13 v3.35 KOMA-Script package (file load hooks) + +(/usr/share/texmf-dist/tex/latex/koma-script/scrlfile-hook.sty +Package: scrlfile-hook 2021/11/13 v3.35 KOMA-Script package (using LaTeX hooks) + + +(/usr/share/texmf-dist/tex/latex/koma-script/scrlogo.sty +Package: scrlogo 2021/11/13 v3.35 KOMA-Script package (logo) +))))) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasetranslator.sty +(/usr/share/texmf-dist/tex/latex/translator/translator.sty +Package: translator 2021-05-31 v1.12d Easy translation of strings in LaTeX +)) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasemisc.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasetwoscreens.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbaseoverlay.sty +\beamer@argscount=\count299 +\beamer@lastskipcover=\skip50 +\beamer@trivlistdepth=\count300 +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasetitle.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasesection.sty +\c@lecture=\count301 +\c@part=\count302 +\c@section=\count303 +\c@subsection=\count304 +\c@subsubsection=\count305 +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbaseframe.sty +\beamer@framebox=\box65 +\beamer@frametitlebox=\box66 +\beamer@zoombox=\box67 +\beamer@zoomcount=\count306 +\beamer@zoomframecount=\count307 +\beamer@frametextheight=\dimen261 +\c@subsectionslide=\count308 +\beamer@frametopskip=\skip51 +\beamer@framebottomskip=\skip52 +\beamer@frametopskipautobreak=\skip53 +\beamer@framebottomskipautobreak=\skip54 +\beamer@envbody=\toks29 +\framewidth=\dimen262 +\c@framenumber=\count309 +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbaseverbatim.sty +\beamer@verbatimfileout=\write4 +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbaseframesize.sty +\beamer@splitbox=\box68 +\beamer@autobreakcount=\count310 +\beamer@autobreaklastheight=\dimen263 +\beamer@frametitletoks=\toks30 +\beamer@framesubtitletoks=\toks31 +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbaseframecomponents.sty +\beamer@footins=\box69 +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasecolor.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasenotes.sty +\beamer@frameboxcopy=\box70 +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasetoc.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasetemplates.sty +\beamer@sbttoks=\toks32 + +(/usr/share/texmf-dist/tex/latex/beamer/beamerbaseauxtemplates.sty +(/usr/share/texmf-dist/tex/latex/beamer/beamerbaseboxes.sty +\bmb@box=\box71 +\bmb@colorbox=\box72 +\bmb@boxwidth=\dimen264 +\bmb@boxheight=\dimen265 +\bmb@prevheight=\dimen266 +\bmb@temp=\dimen267 +\bmb@dima=\dimen268 +\bmb@dimb=\dimen269 +\bmb@prevheight=\dimen270 +) +\beamer@blockheadheight=\dimen271 +)) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbaselocalstructure.sty +(/usr/share/texmf-dist/tex/latex/tools/enumerate.sty +Package: enumerate 2015/07/23 v3.00 enumerate extensions (DPC) +\@enLab=\toks33 +) +\beamer@bibiconwidth=\skip55 +\c@figure=\count311 +\c@table=\count312 +\abovecaptionskip=\skip56 +\belowcaptionskip=\skip57 +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasenavigation.sty +\beamer@section@min@dim=\dimen272 +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasetheorems.sty +(/usr/share/texmf-dist/tex/latex/amsmath/amsmath.sty +Package: amsmath 2021/10/15 v2.17l AMS math features +\@mathmargin=\skip58 + +For additional information on amsmath, use the `?' option. +(/usr/share/texmf-dist/tex/latex/amsmath/amstext.sty +Package: amstext 2021/08/26 v2.01 AMS text + +(/usr/share/texmf-dist/tex/latex/amsmath/amsgen.sty +File: amsgen.sty 1999/11/30 v2.0 generic functions +\@emptytoks=\toks34 +\ex@=\dimen273 +)) +(/usr/share/texmf-dist/tex/latex/amsmath/amsbsy.sty +Package: amsbsy 1999/11/29 v1.2d Bold Symbols +\pmbraise@=\dimen274 +) +(/usr/share/texmf-dist/tex/latex/amsmath/amsopn.sty +Package: amsopn 2021/08/26 v2.02 operator names +) +\inf@bad=\count313 +LaTeX Info: Redefining \frac on input line 234. +\uproot@=\count314 +\leftroot@=\count315 +LaTeX Info: Redefining \overline on input line 399. +\classnum@=\count316 +\DOTSCASE@=\count317 +LaTeX Info: Redefining \ldots on input line 496. +LaTeX Info: Redefining \dots on input line 499. +LaTeX Info: Redefining \cdots on input line 620. +\Mathstrutbox@=\box73 +\strutbox@=\box74 +\big@size=\dimen275 +LaTeX Font Info: Redeclaring font encoding OML on input line 743. +LaTeX Font Info: Redeclaring font encoding OMS on input line 744. +\macc@depth=\count318 +\c@MaxMatrixCols=\count319 +\dotsspace@=\muskip17 +\c@parentequation=\count320 +\dspbrk@lvl=\count321 +\tag@help=\toks35 +\row@=\count322 +\column@=\count323 +\maxfields@=\count324 +\andhelp@=\toks36 +\eqnshift@=\dimen276 +\alignsep@=\dimen277 +\tagshift@=\dimen278 +\tagwidth@=\dimen279 +\totwidth@=\dimen280 +\lineht@=\dimen281 +\@envbody=\toks37 +\multlinegap=\skip59 +\multlinetaggap=\skip60 +\mathdisplay@stack=\toks38 +LaTeX Info: Redefining \[ on input line 2938. +LaTeX Info: Redefining \] on input line 2939. +) +(/usr/share/texmf-dist/tex/latex/amscls/amsthm.sty +Package: amsthm 2020/05/29 v2.20.6 +\thm@style=\toks39 +\thm@bodyfont=\toks40 +\thm@headfont=\toks41 +\thm@notefont=\toks42 +\thm@headpunct=\toks43 +\thm@preskip=\skip61 +\thm@postskip=\skip62 +\thm@headsep=\skip63 +\dth@everypar=\toks44 +) +\c@theorem=\count325 +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerbasethemes.sty)) +(/usr/share/texmf-dist/tex/latex/beamer/beamerthemedefault.sty +(/usr/share/texmf-dist/tex/latex/beamer/beamerfontthemedefault.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamercolorthemedefault.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamerinnerthemedefault.sty +\beamer@dima=\dimen282 +\beamer@dimb=\dimen283 +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerouterthemedefault.sty))) +(/usr/share/texmf-dist/tex/latex/lm/lmodern.sty +Package: lmodern 2015/05/01 v1.6.1 Latin Modern Fonts +LaTeX Font Info: Overwriting symbol font `operators' in version `normal' +(Font) OT1/cmr/m/n --> OT1/lmr/m/n on input line 22. +LaTeX Font Info: Overwriting symbol font `letters' in version `normal' +(Font) OML/cmm/m/it --> OML/lmm/m/it on input line 23. +LaTeX Font Info: Overwriting symbol font `symbols' in version `normal' +(Font) OMS/cmsy/m/n --> OMS/lmsy/m/n on input line 24. +LaTeX Font Info: Overwriting symbol font `largesymbols' in version `normal' +(Font) OMX/cmex/m/n --> OMX/lmex/m/n on input line 25. +LaTeX Font Info: Overwriting symbol font `operators' in version `bold' +(Font) OT1/cmr/bx/n --> OT1/lmr/bx/n on input line 26. +LaTeX Font Info: Overwriting symbol font `letters' in version `bold' +(Font) OML/cmm/b/it --> OML/lmm/b/it on input line 27. +LaTeX Font Info: Overwriting symbol font `symbols' in version `bold' +(Font) OMS/cmsy/b/n --> OMS/lmsy/b/n on input line 28. +LaTeX Font Info: Overwriting symbol font `largesymbols' in version `bold' +(Font) OMX/cmex/m/n --> OMX/lmex/m/n on input line 29. +LaTeX Font Info: Overwriting math alphabet `\mathbf' in version `normal' +(Font) OT1/cmr/bx/n --> OT1/lmr/bx/n on input line 31. +LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `normal' +(Font) OT1/cmss/m/n --> OT1/lmss/m/n on input line 32. +LaTeX Font Info: Overwriting math alphabet `\mathit' in version `normal' +(Font) OT1/cmr/m/it --> OT1/lmr/m/it on input line 33. +LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `normal' +(Font) OT1/cmtt/m/n --> OT1/lmtt/m/n on input line 34. +LaTeX Font Info: Overwriting math alphabet `\mathbf' in version `bold' +(Font) OT1/cmr/bx/n --> OT1/lmr/bx/n on input line 35. +LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `bold' +(Font) OT1/cmss/bx/n --> OT1/lmss/bx/n on input line 36. +LaTeX Font Info: Overwriting math alphabet `\mathit' in version `bold' +(Font) OT1/cmr/bx/it --> OT1/lmr/bx/it on input line 37. +LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `bold' +(Font) OT1/cmtt/m/n --> OT1/lmtt/m/n on input line 38. +) +(/usr/share/texmf-dist/tex/latex/beamer/beamerthemeshadow.sty +(/usr/share/texmf-dist/tex/latex/beamer/beamerinnerthemerounded.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamercolorthemeorchid.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamercolorthemewhale.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamerouterthemeshadow.sty +(/usr/share/texmf-dist/tex/latex/beamer/beamerouterthemesplit.sty)) +(/usr/share/texmf-dist/tex/latex/beamer/beamerfontthemestructurebold.sty)) +(/usr/share/texmf-dist/tex/latex/appendixnumberbeamer/appendixnumberbeamer.sty) +(/usr/share/texmf-dist/tex/latex/listings/listings.sty +\lst@mode=\count326 +\lst@gtempboxa=\box75 +\lst@token=\toks45 +\lst@length=\count327 +\lst@currlwidth=\dimen284 +\lst@column=\count328 +\lst@pos=\count329 +\lst@lostspace=\dimen285 +\lst@width=\dimen286 +\lst@newlines=\count330 +\lst@lineno=\count331 +\lst@maxwidth=\dimen287 + +(/usr/share/texmf-dist/tex/latex/listings/lstmisc.sty +File: lstmisc.sty 2020/03/24 1.8d (Carsten Heinz) +\c@lstnumber=\count332 +\lst@skipnumbers=\count333 +\lst@framebox=\box76 +) +(/usr/share/texmf-dist/tex/latex/listings/listings.cfg +File: listings.cfg 2020/03/24 1.8d listings configuration +)) +Package: listings 2020/03/24 1.8d (Carsten Heinz) + +(/usr/share/texmf-dist/tex/latex/beamer/beamerthemeCambridgeUS.sty +(/usr/share/texmf-dist/tex/latex/beamer/beamerouterthemeinfolines.sty) +(/usr/share/texmf-dist/tex/latex/beamer/beamercolorthemebeaver.sty)) +(/usr/share/texmf-dist/tex/generic/german/ngerman.sty v2.5e 1998-07-08 +Package: ngerman 1998/07/08 v2.5e Support for writing german texts (br) +\grmnU@D=\dimen288 +ngerman -- \language number for naustrian undefined, default 34 used. +) +(/usr/share/texmf-dist/tex/latex/beamer/beamercolorthemedolphin.sty) +(/usr/share/texmf-dist/tex/latex/textpos/textpos.sty +Package: textpos 2020/09/26 v1.10 + +Package: textpos 2020/09/26 1.10, absolute positioning of text on the page +Package textpos Info: choosing support for LaTeX3 on input line 61. +\TP@textbox=\box77 +\TP@holdbox=\box78 +\TPHorizModule=\dimen289 +\TPVertModule=\dimen290 +\TP@margin=\dimen291 +\TP@absmargin=\dimen292 +Grid set 16 x 16 = 28.45274pt x 16.00467pt +\TPboxrulesize=\dimen293 +\TP@ox=\dimen294 +\TP@oy=\dimen295 +\TP@tbargs=\toks46 +TextBlockOrigin set to 0pt x 0pt +) +LaTeX Font Info: Trying to load font information for OT1+lmss on input line +83. + (/usr/share/texmf-dist/tex/latex/lm/ot1lmss.fd +File: ot1lmss.fd 2015/05/01 v1.6.1 Font defs for Latin Modern +) +(/usr/share/texmf-dist/tex/latex/l3backend/l3backend-pdftex.def +File: l3backend-pdftex.def 2021-12-14 L3 backend support: PDF output (pdfTeX) +\l__color_backend_stack_int=\count334 +\l__pdf_internal_box=\box79 +) (./main.aux + +LaTeX Warning: Label `Anomaly Detection<1>' multiply defined. + + +LaTeX Warning: Label `Anomaly Detection' multiply defined. + + +LaTeX Warning: Label `Anomaly Detection<1>' multiply defined. + + +LaTeX Warning: Label `Anomaly Detection' multiply defined. + + +LaTeX Warning: Label `Anomaly Detection<1>' multiply defined. + + +LaTeX Warning: Label `Anomaly Detection' multiply defined. + + +LaTeX Warning: Label `Anomaly Detection<1>' multiply defined. + + +LaTeX Warning: Label `Anomaly Detection' multiply defined. + +) +\openout1 = `main.aux'. + +LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 83. +LaTeX Font Info: ... okay on input line 83. +LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 83. +LaTeX Font Info: ... okay on input line 83. +LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 83. +LaTeX Font Info: ... okay on input line 83. +LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 83. +LaTeX Font Info: ... okay on input line 83. +LaTeX Font Info: Checking defaults for TS1/cmr/m/n on input line 83. +LaTeX Font Info: ... okay on input line 83. +LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 83. +LaTeX Font Info: ... okay on input line 83. +LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 83. +LaTeX Font Info: ... okay on input line 83. +LaTeX Font Info: Checking defaults for PD1/pdf/m/n on input line 83. +LaTeX Font Info: ... okay on input line 83. +LaTeX Font Info: Checking defaults for PU/pdf/m/n on input line 83. +LaTeX Font Info: ... okay on input line 83. + +*geometry* driver: auto-detecting +*geometry* detected driver: pdftex +*geometry* verbose mode - [ preamble ] result: +* driver: pdftex +* paper: custom +* layout: <same size as paper> +* layoutoffset:(h,v)=(0.0pt,0.0pt) +* modes: includehead includefoot +* h-part:(L,W,R)=(10.95003pt, 433.34402pt, 10.95003pt) +* v-part:(T,H,B)=(0.0pt, 256.0748pt, 0.0pt) +* \paperwidth=455.24408pt +* \paperheight=256.0748pt +* \textwidth=433.34402pt +* \textheight=227.62207pt +* \oddsidemargin=-61.31996pt +* \evensidemargin=-61.31996pt +* \topmargin=-72.26999pt +* \headheight=14.22636pt +* \headsep=0.0pt +* \topskip=11.0pt +* \footskip=14.22636pt +* \marginparwidth=4.0pt +* \marginparsep=10.0pt +* \columnsep=10.0pt +* \skip\footins=10.0pt plus 4.0pt minus 2.0pt +* \hoffset=0.0pt +* \voffset=0.0pt +* \mag=1000 +* \@twocolumnfalse +* \@twosidefalse +* \@mparswitchfalse +* \@reversemarginfalse +* (1in=72.27pt=25.4mm, 1cm=28.453pt) + +(/usr/share/texmf-dist/tex/context/base/mkii/supp-pdf.mkii +[Loading MPS to PDF converter (version 2006.09.02).] +\scratchcounter=\count335 +\scratchdimen=\dimen296 +\scratchbox=\box80 +\nofMPsegments=\count336 +\nofMParguments=\count337 +\everyMPshowfont=\toks47 +\MPscratchCnt=\count338 +\MPscratchDim=\dimen297 +\MPnumerator=\count339 +\makeMPintoPDFobject=\count340 +\everyMPtoPDFconversion=\toks48 +) (/usr/share/texmf-dist/tex/latex/epstopdf-pkg/epstopdf-base.sty +Package: epstopdf-base 2020-01-24 v2.11 Base part for package epstopdf + +(/usr/share/texmf-dist/tex/latex/grfext/grfext.sty +Package: grfext 2019/12/03 v1.3 Manage graphics extensions (HO) +) +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. + +(/usr/share/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg +File: epstopdf-sys.cfg 2010/07/13 v1.3 Configuration of (r)epstopdf for TeX Liv +e +)) +Package hyperref Info: Link coloring OFF on input line 83. + +(/usr/share/texmf-dist/tex/latex/hyperref/nameref.sty +Package: nameref 2021-04-02 v2.47 Cross-referencing by name of section + +(/usr/share/texmf-dist/tex/latex/refcount/refcount.sty +Package: refcount 2019/12/15 v3.6 Data extraction from label references (HO) +) +(/usr/share/texmf-dist/tex/generic/gettitlestring/gettitlestring.sty +Package: gettitlestring 2019/12/15 v1.6 Cleanup title references (HO) +) +\c@section@level=\count341 +) +LaTeX Info: Redefining \ref on input line 83. +LaTeX Info: Redefining \pageref on input line 83. +LaTeX Info: Redefining \nameref on input line 83. + +(./main.out) (./main.out) +\@outlinefile=\write5 +\openout5 = `main.out'. + +LaTeX Font Info: Overwriting symbol font `operators' in version `normal' +(Font) OT1/lmr/m/n --> OT1/cmss/m/n on input line 83. +LaTeX Font Info: Overwriting symbol font `operators' in version `bold' +(Font) OT1/lmr/bx/n --> OT1/cmss/b/n on input line 83. +LaTeX Font Info: Overwriting symbol font `operators' in version `normal' +(Font) OT1/cmss/m/n --> OT1/lmss/m/n on input line 83. +LaTeX Font Info: Overwriting symbol font `operators' in version `bold' +(Font) OT1/cmss/b/n --> OT1/lmss/b/n on input line 83. +\symnumbers=\mathgroup6 +\sympureletters=\mathgroup7 +LaTeX Font Info: Overwriting math alphabet `\mathrm' in version `normal' +(Font) OT1/lmss/m/n --> OT1/lmr/m/n on input line 83. +LaTeX Font Info: Redeclaring math alphabet \mathbf on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathbf' in version `normal' +(Font) OT1/lmr/bx/n --> OT1/lmss/b/n on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathbf' in version `bold' +(Font) OT1/lmr/bx/n --> OT1/lmss/b/n on input line 83. +LaTeX Font Info: Redeclaring math alphabet \mathsf on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `normal' +(Font) OT1/lmss/m/n --> OT1/lmss/m/n on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `bold' +(Font) OT1/lmss/bx/n --> OT1/lmss/m/n on input line 83. +LaTeX Font Info: Redeclaring math alphabet \mathit on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathit' in version `normal' +(Font) OT1/lmr/m/it --> OT1/lmss/m/it on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathit' in version `bold' +(Font) OT1/lmr/bx/it --> OT1/lmss/m/it on input line 83. +LaTeX Font Info: Redeclaring math alphabet \mathtt on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `normal' +(Font) OT1/lmtt/m/n --> OT1/lmtt/m/n on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `bold' +(Font) OT1/lmtt/m/n --> OT1/lmtt/m/n on input line 83. +LaTeX Font Info: Overwriting symbol font `numbers' in version `bold' +(Font) OT1/lmss/m/n --> OT1/lmss/b/n on input line 83. +LaTeX Font Info: Overwriting symbol font `pureletters' in version `bold' +(Font) OT1/lmss/m/it --> OT1/lmss/b/it on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathrm' in version `bold' +(Font) OT1/lmss/b/n --> OT1/lmr/b/n on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathbf' in version `bold' +(Font) OT1/lmss/b/n --> OT1/lmss/b/n on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathsf' in version `bold' +(Font) OT1/lmss/m/n --> OT1/lmss/b/n on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathit' in version `bold' +(Font) OT1/lmss/m/it --> OT1/lmss/b/it on input line 83. +LaTeX Font Info: Overwriting math alphabet `\mathtt' in version `bold' +(Font) OT1/lmtt/m/n --> OT1/lmtt/b/n on input line 83. + +(/usr/share/texmf-dist/tex/latex/translator/translator-basic-dictionary-English +.dict +Dictionary: translator-basic-dictionary, Language: English +) +(/usr/share/texmf-dist/tex/latex/translator/translator-bibliography-dictionary- +English.dict +Dictionary: translator-bibliography-dictionary, Language: English +) +(/usr/share/texmf-dist/tex/latex/translator/translator-environment-dictionary-E +nglish.dict +Dictionary: translator-environment-dictionary, Language: English +) +(/usr/share/texmf-dist/tex/latex/translator/translator-months-dictionary-Englis +h.dict +Dictionary: translator-months-dictionary, Language: English +) +(/usr/share/texmf-dist/tex/latex/translator/translator-numbers-dictionary-Engli +sh.dict +Dictionary: translator-numbers-dictionary, Language: English +) +(/usr/share/texmf-dist/tex/latex/translator/translator-theorem-dictionary-Engli +sh.dict +Dictionary: translator-theorem-dictionary, Language: English +) +\c@lstlisting=\count342 + (./main.nav) +LaTeX Font Info: Font shape `OT1/lmss/m/it' in size <17.28> not available +(Font) Font shape `OT1/lmss/m/sl' tried instead on input line 129. + +LaTeX Font Info: Trying to load font information for OT1+lmr on input line 1 +29. + (/usr/share/texmf-dist/tex/latex/lm/ot1lmr.fd +File: ot1lmr.fd 2015/05/01 v1.6.1 Font defs for Latin Modern +) + +LaTeX Font Warning: Font shape `OT1/lmss/m/sc' in size <10.95> not available +(Font) Font shape `OT1/lmr/m/sc' tried instead on input line 129. + + +LaTeX Font Warning: Font shape `OT1/lmss/m/sc' in size <14.4> not available +(Font) Font shape `OT1/lmr/m/sc' tried instead on input line 129. + + +Overfull \vbox (283.69327pt too high) detected at line 129 + [] + +[1 + +{/var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map}] +LaTeX Font Info: Trying to load font information for OML+lmm on input line 1 +67. + +(/usr/share/texmf-dist/tex/latex/lm/omllmm.fd +File: omllmm.fd 2015/05/01 v1.6.1 Font defs for Latin Modern +) +LaTeX Font Info: Trying to load font information for OMS+lmsy on input line +167. + +(/usr/share/texmf-dist/tex/latex/lm/omslmsy.fd +File: omslmsy.fd 2015/05/01 v1.6.1 Font defs for Latin Modern +) +LaTeX Font Info: Trying to load font information for OMX+lmex on input line +167. + +(/usr/share/texmf-dist/tex/latex/lm/omxlmex.fd +File: omxlmex.fd 2015/05/01 v1.6.1 Font defs for Latin Modern +) +LaTeX Font Info: External font `lmex10' loaded for size +(Font) <10.95> on input line 167. +LaTeX Font Info: External font `lmex10' loaded for size +(Font) <8> on input line 167. +LaTeX Font Info: External font `lmex10' loaded for size +(Font) <6> on input line 167. +LaTeX Font Info: Trying to load font information for U+msa on input line 167 +. + +(/usr/share/texmf-dist/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 167 +. + +(/usr/share/texmf-dist/tex/latex/amsfonts/umsb.fd +File: umsb.fd 2013/01/14 v3.01 AMS symbols B +) +LaTeX Font Info: Font shape `OT1/lmss/m/it' in size <10.95> not available +(Font) Font shape `OT1/lmss/m/sl' tried instead on input line 167. + +LaTeX Font Info: Font shape `OT1/lmss/m/it' in size <8> not available +(Font) Font shape `OT1/lmss/m/sl' tried instead on input line 167. + +LaTeX Font Info: Font shape `OT1/lmss/m/it' in size <6> not available +(Font) Font shape `OT1/lmss/m/sl' tried instead on input line 167. + +<..//prep/01Anomaly_Detection/anomalies.pdf, id=45, 679.33798pt x 563.70598pt> +File: ..//prep/01Anomaly_Detection/anomalies.pdf Graphic file (type pdf) +<use ..//prep/01Anomaly_Detection/anomalies.pdf> +Package pdftex.def Info: ..//prep/01Anomaly_Detection/anomalies.pdf used on in +put line 167. +(pdftex.def) Requested size: 187.20166pt x 155.33357pt. + [2 + + <..//prep/01Anomaly_Detection/anomalies.pdf>]pdfTeX warning (ext4): destinatio +n with the same identifier (name{Anomaly\040Detection<1>}) has been already use +d, duplicate ignored +<to be read again> + \relax +l.207 \end{frame} + pdfTeX warning (ext4): destination with the same identifier (n +ame{Anomaly\040Detection}) has been already used, duplicate ignored +<to be read again> + \relax +l.207 \end{frame} + +<..//prep/02Anomaly_Detection/difference.pdf, id=88, 679.33798pt x 563.70598pt> + +File: ..//prep/02Anomaly_Detection/difference.pdf Graphic file (type pdf) +<use ..//prep/02Anomaly_Detection/difference.pdf> +Package pdftex.def Info: ..//prep/02Anomaly_Detection/difference.pdf used on i +nput line 207. +(pdftex.def) Requested size: 187.20166pt x 155.33357pt. + [3 + + <..//prep/02Anomaly_Detection/difference.pdf>]pdfTeX warning (ext4): destinati +on with the same identifier (name{Anomaly\040Detection<1>}) has been already us +ed, duplicate ignored +<to be read again> + \relax +l.249 \end{frame} + pdfTeX warning (ext4): destination with the same identifier (n +ame{Anomaly\040Detection}) has been already used, duplicate ignored +<to be read again> + \relax +l.249 \end{frame} + +<..//prep/03Anomaly_Detection/usup.pdf, id=122, 679.33798pt x 563.70598pt> +File: ..//prep/03Anomaly_Detection/usup.pdf Graphic file (type pdf) +<use ..//prep/03Anomaly_Detection/usup.pdf> +Package pdftex.def Info: ..//prep/03Anomaly_Detection/usup.pdf used on input l +ine 249. +(pdftex.def) Requested size: 187.20166pt x 155.33357pt. + [4 + + <..//prep/03Anomaly_Detection/usup.pdf>]pdfTeX warning (ext4): destination wit +h the same identifier (name{Anomaly\040Detection<1>}) has been already used, du +plicate ignored +<to be read again> + \relax +l.291 \end{frame} + pdfTeX warning (ext4): destination with the same identifier (n +ame{Anomaly\040Detection}) has been already used, duplicate ignored +<to be read again> + \relax +l.291 \end{frame} + +<..//prep/04Anomaly_Detection/circle.pdf, id=152, 679.33798pt x 563.70598pt> +File: ..//prep/04Anomaly_Detection/circle.pdf Graphic file (type pdf) +<use ..//prep/04Anomaly_Detection/circle.pdf> +Package pdftex.def Info: ..//prep/04Anomaly_Detection/circle.pdf used on input + line 291. +(pdftex.def) Requested size: 187.20166pt x 155.33357pt. + [5 + + <..//prep/04Anomaly_Detection/circle.pdf>]pdfTeX warning (ext4): destination w +ith the same identifier (name{Anomaly\040Detection<1>}) has been already used, +duplicate ignored +<to be read again> + \relax +l.329 \end{frame} + pdfTeX warning (ext4): destination with the same identifier (n +ame{Anomaly\040Detection}) has been already used, duplicate ignored +<to be read again> + \relax +l.329 \end{frame} + +<..//prep/05Anomaly_Detection/anomaly_detection.png, id=186, 1204.5pt x 803.0pt +> +File: ..//prep/05Anomaly_Detection/anomaly_detection.png Graphic file (type png +) +<use ..//prep/05Anomaly_Detection/anomaly_detection.png> +Package pdftex.def Info: ..//prep/05Anomaly_Detection/anomaly_detection.png us +ed on input line 329. +(pdftex.def) Requested size: 187.20166pt x 124.79454pt. + [6 + + <..//prep/05Anomaly_Detection/anomaly_detection.png (PNG copy)>] +<..//prep/06AutoML/Download.png, id=195, 799.98875pt x 410.53375pt> +File: ..//prep/06AutoML/Download.png Graphic file (type png) +<use ..//prep/06AutoML/Download.png> +Package pdftex.def Info: ..//prep/06AutoML/Download.png used on input line 361 +. +(pdftex.def) Requested size: 187.20166pt x 96.062pt. + [7 + + <..//prep/06AutoML/Download.png>] +LaTeX Font Info: External font `lmex10' loaded for size +(Font) <10> on input line 387. +LaTeX Font Info: External font `lmex10' loaded for size +(Font) <7> on input line 387. +LaTeX Font Info: External font `lmex10' loaded for size +(Font) <5> on input line 387. +LaTeX Font Info: Font shape `OT1/lmss/m/it' in size <10> not available +(Font) Font shape `OT1/lmss/m/sl' tried instead on input line 387. + +LaTeX Font Info: Font shape `OT1/lmss/m/it' in size <7> not available +(Font) Font shape `OT1/lmss/m/sl' tried instead on input line 387. + +LaTeX Font Info: Font shape `OT1/lmss/m/it' in size <5> not available +(Font) Font shape `OT1/lmss/m/sl' tried instead on input line 387. + + [8 + +] +<..//prep/08Solution_1_Metrics/circle2.pdf, id=218, 679.33798pt x 563.70598pt> +File: ..//prep/08Solution_1_Metrics/circle2.pdf Graphic file (type pdf) +<use ..//prep/08Solution_1_Metrics/circle2.pdf> +Package pdftex.def Info: ..//prep/08Solution_1_Metrics/circle2.pdf used on inp +ut line 419. +(pdftex.def) Requested size: 187.20166pt x 155.33357pt. + [9 + + <..//prep/08Solution_1_Metrics/circle2.pdf>] [10 + +] +<..//prep/09Course/table.png, id=242, 1520.68124pt x 969.6225pt> +File: ..//prep/09Course/table.png Graphic file (type png) +<use ..//prep/09Course/table.png> +Package pdftex.def Info: ..//prep/09Course/table.png used on input line 489. +(pdftex.def) Requested size: 187.20166pt x 119.3531pt. + [11 + + <..//prep/09Course/table.png>] [12 + +] +\tf@nav=\write6 +\openout6 = `main.nav'. + +\tf@toc=\write7 +\openout7 = `main.toc'. + +\tf@snm=\write8 +\openout8 = `main.snm'. + + (./main.aux) + +LaTeX Warning: There were multiply-defined labels. + +Package rerunfilecheck Info: File `main.out' has not changed. +(rerunfilecheck) Checksum: D41D8CD98F00B204E9800998ECF8427E;0. + ) +Here is how much of TeX's memory you used: + 23809 strings out of 478353 + 463843 string characters out of 5854635 + 714486 words of memory out of 5000000 + 41351 multiletter control sequences out of 15000+600000 + 473607 words of font info for 77 fonts, out of 8000000 for 9000 + 1141 hyphenation exceptions out of 8191 + 128i,15n,122p,408b,851s stack positions out of 5000i,500n,10000p,200000b,80000s +pdfTeX warning (dest): name{toc} has been referenced but does not exist, repl +aced by a fixed one + +{/usr/share/texmf-dist/fonts/enc/dvips/lm/lm-mathsy.enc}{/usr/share/texmf-dist/ +fonts/enc/dvips/lm/lm-rm.enc}{/usr/share/texmf-dist/fonts/enc/dvips/lm/lm-rmsc. +enc}</usr/share/texmf-dist/fonts/type1/public/lm/lmcsc10.pfb></usr/share/texmf- +dist/fonts/type1/public/lm/lmss10.pfb></usr/share/texmf-dist/fonts/type1/public +/lm/lmss12.pfb></usr/share/texmf-dist/fonts/type1/public/lm/lmss8.pfb></usr/sha +re/texmf-dist/fonts/type1/public/lm/lmssbx10.pfb></usr/share/texmf-dist/fonts/t +ype1/public/lm/lmsso17.pfb></usr/share/texmf-dist/fonts/type1/public/lm/lmsy10. +pfb> +Output written on main.pdf (12 pages, 1067213 bytes). +PDF statistics: + 308 PDF objects out of 1000 (max. 8388607) + 172 compressed objects within 2 object streams + 48 named destinations out of 1000 (max. 500000) + 155 words of extra memory for PDF output out of 10000 (max. 10000000) + diff --git a/out/main.nav b/out/main.nav new file mode 100644 index 0000000..1769a89 --- /dev/null +++ b/out/main.nav @@ -0,0 +1,29 @@ +\headcommand {\slideentry {0}{0}{1}{1/1}{}{0}} +\headcommand {\beamer@framepages {1}{1}} +\headcommand {\slideentry {0}{0}{2}{2/2}{}{0}} +\headcommand {\beamer@framepages {2}{2}} +\headcommand {\slideentry {0}{0}{3}{3/3}{}{0}} +\headcommand {\beamer@framepages {3}{3}} +\headcommand {\slideentry {0}{0}{4}{4/4}{}{0}} +\headcommand {\beamer@framepages {4}{4}} +\headcommand {\slideentry {0}{0}{5}{5/5}{}{0}} +\headcommand {\beamer@framepages {5}{5}} +\headcommand {\slideentry {0}{0}{6}{6/6}{}{0}} +\headcommand {\beamer@framepages {6}{6}} +\headcommand {\slideentry {0}{0}{7}{7/7}{}{0}} +\headcommand {\beamer@framepages {7}{7}} +\headcommand {\slideentry {0}{0}{8}{8/8}{}{0}} +\headcommand {\beamer@framepages {8}{8}} +\headcommand {\slideentry {0}{0}{9}{9/9}{}{0}} +\headcommand {\beamer@framepages {9}{9}} +\headcommand {\slideentry {0}{0}{10}{10/10}{}{0}} +\headcommand {\beamer@framepages {10}{10}} +\headcommand {\slideentry {0}{0}{11}{11/11}{}{0}} +\headcommand {\beamer@framepages {11}{11}} +\headcommand {\slideentry {0}{0}{12}{12/12}{}{0}} +\headcommand {\beamer@framepages {12}{12}} +\headcommand {\beamer@partpages {1}{12}} +\headcommand {\beamer@subsectionpages {1}{12}} +\headcommand {\beamer@sectionpages {1}{12}} +\headcommand {\beamer@documentpages {12}} +\headcommand {\gdef \inserttotalframenumber {12}} diff --git a/out/main.out b/out/main.out new file mode 100644 index 0000000..e69de29 diff --git a/out/main.pdf b/out/main.pdf new file mode 100644 index 0000000..ed06aff Binary files /dev/null and b/out/main.pdf differ diff --git a/out/main.snm b/out/main.snm new file mode 100644 index 0000000..b23c1e6 --- /dev/null +++ b/out/main.snm @@ -0,0 +1,30 @@ +\beamer@slide {Anomaly Detection<1>}{2} +\beamer@slide {Anomaly Detection}{2} +\beamer@slide {fig:prep01Anomaly_Detectionanomaliespdf}{2} +\beamer@slide {Anomaly Detection<1>}{3} +\beamer@slide {Anomaly Detection}{3} +\beamer@slide {fig:prep02Anomaly_Detectiondifferencepdf}{3} +\beamer@slide {Anomaly Detection<1>}{4} +\beamer@slide {Anomaly Detection}{4} +\beamer@slide {fig:prep03Anomaly_Detectionusuppdf}{4} +\beamer@slide {Anomaly Detection<1>}{5} +\beamer@slide {Anomaly Detection}{5} +\beamer@slide {fig:prep04Anomaly_Detectioncirclepdf}{5} +\beamer@slide {Anomaly Detection<1>}{6} +\beamer@slide {Anomaly Detection}{6} +\beamer@slide {fig:prep05Anomaly_Detectionanomaly_detectionpng}{6} +\beamer@slide {AutoML<1>}{7} +\beamer@slide {AutoML}{7} +\beamer@slide {fig:prep06AutoMLDownloadpng}{7} +\beamer@slide {AutoAD<1>}{8} +\beamer@slide {AutoAD}{8} +\beamer@slide {Solution 1 Metrics<1>}{9} +\beamer@slide {Solution 1 Metrics}{9} +\beamer@slide {fig:prep08Solution_1_Metricscircle2pdf}{9} +\beamer@slide {Solution 2 OneShot Learning<1>}{10} +\beamer@slide {Solution 2 OneShot Learning}{10} +\beamer@slide {Course<1>}{11} +\beamer@slide {Course}{11} +\beamer@slide {fig:prep09Coursetablepng}{11} +\beamer@slide {Questions<1>}{12} +\beamer@slide {Questions}{12} diff --git a/out/main.tex b/out/main.tex new file mode 100644 index 0000000..e639da5 --- /dev/null +++ b/out/main.tex @@ -0,0 +1,515 @@ +\UseRawInputEncoding +%\documentclass[hyperref={pdfpagelabels=false}]{beamer} +\documentclass[hyperref={pdfpagelabels=false},aspectratio=169]{beamer} +% Die Hyperref Option hyperref={pdfpagelabels=false} verhindert die Warnung: +% Package hyperref Warning: Option `pdfpagelabels' is turned off +% (hyperref) because \thepage is undefined. +% Hyperref stopped early +% + +\usepackage{lmodern} +% Das Paket lmodern erspart die folgenden Warnungen: +% LaTeX Font Warning: Font shape `OT1/cmss/m/n' in size <4> not available +% (Font) size <5> substituted on input line 22. +% LaTeX Font Warning: Size substitutions with differences +% (Font) up to 1.0pt have occurred. +% + +% Wenn \titel{\ldots} \author{\ldots} erst nach \begin{document} kommen, +% kommt folgende Warnung: +% Package hyperref Warning: Option `pdfauthor' has already been used, +% (hyperref) ... +% Daher steht es hier vor \begin{document} + +\title[AutoML4Rad]{Case Study - AutoML for Robust Anomaly Detection} +\author{Simon Kluettermann} +\date{\today} + + + \institute{ls9 tu Dortmund} + + +% Dadurch wird verhindert, dass die Navigationsleiste angezeigt wird. +\setbeamertemplate{navigation symbols}{} + +% zusaetzlich ist das usepackage{beamerthemeshadow} eingebunden +\usepackage{beamerthemeshadow} + +\hypersetup{pdfstartview={Fit}} % fits the presentation to the window when first displayed + +\usepackage{appendixnumberbeamer} +\usepackage{listings} + + +\usetheme{CambridgeUS} +\usepackage{ngerman} +\usecolortheme{dolphin} + + +% \beamersetuncovermixins{\opaqueness<1>{25}}{\opaqueness<2$\Rightarrow${15}} +% sorgt dafuer das die Elemente die erst noch (zukuenftig) kommen +% nur schwach angedeutet erscheinen +%\beamersetuncovermixins{\opaqueness<1>{25}}{\opaqueness<2$\Rightarrow${15}}%here disabled +% klappt auch bei Tabellen, wenn teTeX verwendet wird\ldots +\renewcommand{\figurename}{} + +\setbeamertemplate{footline} +{ + \leavevmode% + \hbox{% + \begin{beamercolorbox}[wd=.4\paperwidth,ht=2.25ex,dp=1ex,center]{author in head/foot}% + \usebeamerfont{author in head/foot}\insertshorttitle + \end{beamercolorbox}% + \begin{beamercolorbox}[wd=.25\paperwidth,ht=2.25ex,dp=1ex,center]{title in head/foot}% + \usebeamerfont{title in head/foot}\insertsection + \end{beamercolorbox}% + \begin{beamercolorbox}[wd=.3499\paperwidth,ht=2.25ex,dp=1ex,right]{date in head/foot}% + \usebeamerfont{date in head/foot}\insertshortdate{}\hspace*{2em} + \hyperlink{toc}{\insertframenumber{} / \inserttotalframenumber\hspace*{2ex}} + \end{beamercolorbox}}% + \vskip0pt% +} + +\usepackage[absolute,overlay]{textpos} +\usepackage{graphicx} + +\newcommand{\source}[1]{\begin{textblock*}{9cm}(0.1cm,8.9cm) + \begin{beamercolorbox}[ht=0.5cm,left]{framesource} + \usebeamerfont{framesource}\usebeamercolor[fg!66]{framesource} Source: {#1} + \end{beamercolorbox} +\end{textblock*}} + + +\begin{document} + + + +%from file ../case1/data/000.txt +\begin{frame}[label=] +\frametitle{} +\begin{titlepage} + + \centering + {\huge\bfseries \par} + \vspace{2cm} + {\LARGE\itshape Simon Kluettermann\par} + \vspace{1.5cm} + {\scshape\Large Master Thesis in Physics\par} + \vspace{0.2cm} + {\Large submitted to the \par} + \vspace{0.2cm} + {\scshape\Large Faculty of Mathematics Computer Science and Natural Sciences \par} + \vspace{0.2cm} + {\Large \par} + \vspace{0.2cm} + {\scshape\Large RWTH Aachen University} + \vspace{1cm} + + \vfill + {\scshape\Large Department of Physics\par} + \vspace{0.2cm} + {\scshape\Large Insitute for theoretical Particle Physics and Cosmology\par} + \vspace{0.2cm} + { \Large\par} + \vspace{0.2cm} + {\Large First Referee: Prof. Dr. Michael Kraemer \par} + {\Large Second Referee: Prof. Dr. Felix Kahlhoefer} + + \vfill + +% Bottom of the page + {\large November 2020 \par} +\end{titlepage} +\pagenumbering{roman} +\thispagestyle{empty} +\null +\newpage +\setcounter{page}{1} +\pagenumbering{arabic} +\end{frame} + + +%from file ../case1/data/001Anomaly Detection.txt +\begin{frame}[label=Anomaly Detection] +\frametitle{Anomaly Detection} +\begin{columns}[c] % align columns +\begin{column}{0.48\textwidth}%.48 +\begin{itemize} + + \item Two distributions + +\begin{itemize} + + \item One known (=normal) + + \item One unknown (=anomalies) + + +\end{itemize} + \item Seperate them + + +\end{itemize} +\end{column}% +\hfill% + \begin{column}{0.48\textwidth}%.48 +\begin{figure}[H] + \centering +\includegraphics[width=0.9\textwidth]{..//prep/01Anomaly_Detection/anomalies.pdf} +\label{fig:prep01Anomaly_Detectionanomaliespdf} + \end{figure} + + +\end{column}% +\hfill% +\end{columns} + +\end{frame} + + +%from file ../case1/data/002Anomaly Detection.txt +\begin{frame}[label=Anomaly Detection] +\frametitle{Anomaly Detection} +\begin{columns}[c] % align columns +\begin{column}{0.48\textwidth}%.48 +\begin{itemize} + + \item Two distributions + +\begin{itemize} + + \item One known (=normal) + + \item One unknown (=anomalies) + + +\end{itemize} + \item Seperate them + + \item Problem: few anomalies + + +\end{itemize} +\end{column}% +\hfill% + \begin{column}{0.48\textwidth}%.48 +\begin{figure}[H] + \centering +\includegraphics[width=0.9\textwidth]{..//prep/02Anomaly_Detection/difference.pdf} +\label{fig:prep02Anomaly_Detectiondifferencepdf} + \end{figure} + + +\end{column}% +\hfill% +\end{columns} + +\end{frame} + + +%from file ../case1/data/003Anomaly Detection.txt +\begin{frame}[label=Anomaly Detection] +\frametitle{Anomaly Detection} +\begin{columns}[c] % align columns +\begin{column}{0.48\textwidth}%.48 +\begin{itemize} + + \item Anomalies are rare, so often only a few datapoints known (e.g. Machine Failure in an Aircraft) + + \item In practice, anomalies might appear that are not known during testing + + \item $\Rightarrow$So train the model only on normal samples + + \item Unsupervised Machine Learning + +\begin{itemize} + + \item What can we say without knowing anomalies? + + \item ''Understand you dataset'' + + +\end{itemize} + +\end{itemize} +\end{column}% +\hfill% + \begin{column}{0.48\textwidth}%.48 +\begin{figure}[H] + \centering +\includegraphics[width=0.9\textwidth]{..//prep/03Anomaly_Detection/usup.pdf} +\label{fig:prep03Anomaly_Detectionusuppdf} + \end{figure} + + +\end{column}% +\hfill% +\end{columns} + +\end{frame} + + +%from file ../case1/data/004Anomaly Detection.txt +\begin{frame}[label=Anomaly Detection] +\frametitle{Anomaly Detection} +\begin{columns}[c] % align columns +\begin{column}{0.48\textwidth}%.48 +\begin{itemize} + + \item Anomalies are rare, so often only a few datapoints known (e.g. Machine Failure in an Aircraft) + + \item In practice, anomalies might appear that are not known during testing + + \item $\Rightarrow$So train the model only on normal samples + + \item Unsupervised Machine Learning + +\begin{itemize} + + \item What can we say without knowing anomalies? + + \item ''Understand you dataset'' + + +\end{itemize} + +\end{itemize} +\end{column}% +\hfill% + \begin{column}{0.48\textwidth}%.48 +\begin{figure}[H] + \centering +\includegraphics[width=0.9\textwidth]{..//prep/04Anomaly_Detection/circle.pdf} +\label{fig:prep04Anomaly_Detectioncirclepdf} + \end{figure} + + +\end{column}% +\hfill% +\end{columns} + +\end{frame} + + +%from file ../case1/data/005Anomaly Detection.txt +\begin{frame}[label=Anomaly Detection] +\frametitle{Anomaly Detection} +\begin{columns}[c] % align columns +\begin{column}{0.48\textwidth}%.48 +\begin{itemize} + + \item Seems easy? Now do this + +\begin{itemize} + + \item in thousands of dimensions + + \item with complicated distributions + + \item and overlap between anomalies and normal points + + +\end{itemize} + +\end{itemize} +\end{column}% +\hfill% + \begin{column}{0.48\textwidth}%.48 +\begin{figure}[H] + \centering +\includegraphics[width=0.9\textwidth]{..//prep/05Anomaly_Detection/anomaly_detection.png} +\label{fig:prep05Anomaly_Detectionanomaly_detectionpng} + \end{figure} + + +\end{column}% +\hfill% +\end{columns} + +\end{frame} + + +%from file ../case1/data/006AutoML.txt +\begin{frame}[label=AutoML] +\frametitle{AutoML} +\begin{columns}[c] % align columns +\begin{column}{0.48\textwidth}%.48 +\begin{itemize} + + \item Most machine learning requires Hyperparameter Optimisation + + \item (Find model parameters that result in the best results) + + \item $\Rightarrow$AutoML: Do this automatically as fast as possible + + +\end{itemize} +\end{column}% +\hfill% + \begin{column}{0.48\textwidth}%.48 +\begin{figure}[H] + \centering +\includegraphics[width=0.9\textwidth]{..//prep/06AutoML/Download.png} +\label{fig:prep06AutoMLDownloadpng} + \end{figure} + + +\end{column}% +\hfill% +\end{columns} + +\end{frame} + + +%from file ../case1/data/007AutoAD.txt +\begin{frame}[label=AutoAD] +\frametitle{AutoAD} +\begin{itemize} + + \item So lets combine both (Auto Anomaly Detection) + + \item $\Rightarrow$Problem + +\begin{itemize} + + \item AutoMl requires Evaluation (loss, accuracy, AUC) to optimize + + \item AD can only be evaluated with regards to the anomalies + + \item $\Rightarrow$no longer unsupervised + + +\end{itemize} + \item So most Anomaly Detection is ''unoptimized'' + + +\end{itemize} +\end{frame} + + +%from file ../case1/data/008Solution 1 Metrics.txt +\begin{frame}[label=Solution 1 Metrics] +\frametitle{Solution 1 Metrics} +\begin{columns}[c] % align columns +\begin{column}{0.48\textwidth}%.48 +\begin{itemize} + + \item So how to solve this? + + \item One option: Think of some function to evaluate only the normal points + + \item $\Rightarrow$A bit hard to do in a case study + + +\end{itemize} +\end{column}% +\hfill% + \begin{column}{0.48\textwidth}%.48 +\begin{figure}[H] + \centering +\includegraphics[width=0.9\textwidth]{..//prep/08Solution_1_Metrics/circle2.pdf} +\label{fig:prep08Solution_1_Metricscircle2pdf} + \end{figure} + + +\end{column}% +\hfill% +\end{columns} + +\end{frame} + + +%from file ../case1/data/009Solution 2 OneShot Learning.txt +\begin{frame}[label=Solution 2 OneShot Learning] +\frametitle{Solution 2 OneShot Learning} +\begin{itemize} + + \item So how to solve this? + + \item One option: ''Just find the best solution directly'' + + \item $\Rightarrow$Zero Shot AutoML + + \item Find best practices for hyperparameters + + \item Requires optimisation for each model seperately $\Rightarrow$ matches the case study structure quite well! + + +\end{itemize} +\end{frame} + + +%from file ../case1/data/010Course.txt +\begin{frame}[label=Course] +\frametitle{Course} +\begin{columns}[c] % align columns +\begin{column}{0.48\textwidth}%.48 +\begin{itemize} + + \item Basics of Scientific Computing + + \item Basics of AD + + \item Basics of AutoML + + \item Build groups for each algorithm + +\begin{itemize} + + \item Choose a set of Hyperparameters + + \item Find ''best practice`s'' for them + + \item Maybe consider more complicated Transformations (Preprocessing, Ensemble) + + +\end{itemize} + \item Compare between groups (best algorithm for current situation) + + \item Evaluate on new datasets + + \item Write a report/Present your work + + +\end{itemize} +\end{column}% +\hfill% + \begin{column}{0.48\textwidth}%.48 +\begin{figure}[H] + \centering +\includegraphics[width=0.9\textwidth]{..//prep/09Course/table.png} +\label{fig:prep09Coursetablepng} + \end{figure} + + +\end{column}% +\hfill% +\end{columns} + +\end{frame} + + +%from file ../case1/data/011Questions.txt +\begin{frame}[label=Questions] +\frametitle{Questions} +\begin{itemize} + + \item Requirements: + +\begin{itemize} + + \item MD Req 1$\Rightarrow$MD Req 8 + + \item Basic Python/Math Knowledge + + \item Motivation to learn something new;) + + +\end{itemize} + +\end{itemize} +\end{frame} + + + +\end{document} diff --git a/out/main.toc b/out/main.toc new file mode 100644 index 0000000..e69de29 diff --git a/prep/000/nonl b/prep/000/nonl new file mode 100644 index 0000000..e69de29 diff --git a/prep/000/q b/prep/000/q new file mode 100644 index 0000000..97c72ec --- /dev/null +++ b/prep/000/q @@ -0,0 +1 @@ +<titlepage> diff --git a/prep/01Anomaly_Detection/anomalies.pdf b/prep/01Anomaly_Detection/anomalies.pdf new file mode 100644 index 0000000..1eab31c Binary files /dev/null and b/prep/01Anomaly_Detection/anomalies.pdf differ diff --git a/prep/01Anomaly_Detection/q b/prep/01Anomaly_Detection/q new file mode 100644 index 0000000..a8a9f77 --- /dev/null +++ b/prep/01Anomaly_Detection/q @@ -0,0 +1,6 @@ +Two distributions +<l2st> +One known (=normal) +One unknown (=anomalies) +</l2st> +Seperate them diff --git a/prep/02Anomaly_Detection/difference.pdf b/prep/02Anomaly_Detection/difference.pdf new file mode 100644 index 0000000..4e48f52 Binary files /dev/null and b/prep/02Anomaly_Detection/difference.pdf differ diff --git a/prep/02Anomaly_Detection/q b/prep/02Anomaly_Detection/q new file mode 100644 index 0000000..12421b2 --- /dev/null +++ b/prep/02Anomaly_Detection/q @@ -0,0 +1,7 @@ +Two distributions +<l2st> +One known (=normal) +One unknown (=anomalies) +</l2st> +Seperate them +Problem: few anomalies diff --git a/prep/03Anomaly_Detection/q b/prep/03Anomaly_Detection/q new file mode 100644 index 0000000..51fbd62 --- /dev/null +++ b/prep/03Anomaly_Detection/q @@ -0,0 +1,8 @@ +Anomalies are rare, so often only a few datapoints known (e.g. Machine Failure in an Aircraft) +In practice, anomalies might appear that are not known during testing +->So train the model only on normal samples +Unsupervised Machine Learning +<l2st> +What can we say without knowing anomalies? +''Understand you dataset'' +</l2st> diff --git a/prep/03Anomaly_Detection/usup.pdf b/prep/03Anomaly_Detection/usup.pdf new file mode 100644 index 0000000..077ecd8 Binary files /dev/null and b/prep/03Anomaly_Detection/usup.pdf differ diff --git a/prep/04Anomaly_Detection/circle.pdf b/prep/04Anomaly_Detection/circle.pdf new file mode 100644 index 0000000..4f4f192 Binary files /dev/null and b/prep/04Anomaly_Detection/circle.pdf differ diff --git a/prep/04Anomaly_Detection/q b/prep/04Anomaly_Detection/q new file mode 100644 index 0000000..51fbd62 --- /dev/null +++ b/prep/04Anomaly_Detection/q @@ -0,0 +1,8 @@ +Anomalies are rare, so often only a few datapoints known (e.g. Machine Failure in an Aircraft) +In practice, anomalies might appear that are not known during testing +->So train the model only on normal samples +Unsupervised Machine Learning +<l2st> +What can we say without knowing anomalies? +''Understand you dataset'' +</l2st> diff --git a/prep/05Anomaly_Detection/anomaly_detection.png b/prep/05Anomaly_Detection/anomaly_detection.png new file mode 100644 index 0000000..686ce7b Binary files /dev/null and b/prep/05Anomaly_Detection/anomaly_detection.png differ diff --git a/prep/05Anomaly_Detection/q b/prep/05Anomaly_Detection/q new file mode 100644 index 0000000..f805fde --- /dev/null +++ b/prep/05Anomaly_Detection/q @@ -0,0 +1,6 @@ +Seems easy? Now do this +<l2st> +in thousands of dimensions +with complicated distributions +and overlap between anomalies and normal points +</l2st> diff --git a/prep/06AutoML/Download.png b/prep/06AutoML/Download.png new file mode 100644 index 0000000..633f575 Binary files /dev/null and b/prep/06AutoML/Download.png differ diff --git a/prep/06AutoML/q b/prep/06AutoML/q new file mode 100644 index 0000000..0848feb --- /dev/null +++ b/prep/06AutoML/q @@ -0,0 +1,3 @@ +Most machine learning requires Hyperparameter Optimisation +(Find model parameters that result in the best results) +->AutoML: Do this automatically as fast as possible diff --git a/prep/07AutoAD/q b/prep/07AutoAD/q new file mode 100644 index 0000000..291f888 --- /dev/null +++ b/prep/07AutoAD/q @@ -0,0 +1,9 @@ +So lets combine both (Auto Anomaly Detection) +->Problem +<l2st> +AutoMl requires Evaluation (loss, accuracy, AUC) to optimize +AD can only be evaluated with regards to the anomalies +->no longer unsupervised +</l2st> +So most Anomaly Detection is ''unoptimized'' + diff --git a/prep/08Solution_1_Metrics/circle2.pdf b/prep/08Solution_1_Metrics/circle2.pdf new file mode 100644 index 0000000..02fec6f Binary files /dev/null and b/prep/08Solution_1_Metrics/circle2.pdf differ diff --git a/prep/08Solution_1_Metrics/q b/prep/08Solution_1_Metrics/q new file mode 100644 index 0000000..0be22b0 --- /dev/null +++ b/prep/08Solution_1_Metrics/q @@ -0,0 +1,3 @@ +So how to solve this? +One option: Think of some function to evaluate only the normal points +->A bit hard to do in a case study diff --git a/prep/08Solution_2_OneShot_Learning/q b/prep/08Solution_2_OneShot_Learning/q new file mode 100644 index 0000000..681383c --- /dev/null +++ b/prep/08Solution_2_OneShot_Learning/q @@ -0,0 +1,5 @@ +So how to solve this? +One option: ''Just find the best solution directly'' +->Zero Shot AutoML +Find best practices for hyperparameters +Requires optimisation for each model seperately -> matches the case study structure quite well! diff --git a/prep/09Course/q b/prep/09Course/q new file mode 100644 index 0000000..79dd257 --- /dev/null +++ b/prep/09Course/q @@ -0,0 +1,12 @@ +Basics of Scientific Computing +Basics of AD +Basics of AutoML +Build groups for each algorithm +<l2st> +Choose a set of Hyperparameters +Find ''best practice`s'' for them +Maybe consider more complicated Transformations (Preprocessing, Ensemble) +</l2st> +Compare between groups (best algorithm for current situation) +Evaluate on new datasets +Write a report/Present your work diff --git a/prep/09Course/table.png b/prep/09Course/table.png new file mode 100644 index 0000000..c080a9b Binary files /dev/null and b/prep/09Course/table.png differ diff --git a/prep/10Questions/q b/prep/10Questions/q new file mode 100644 index 0000000..7778633 --- /dev/null +++ b/prep/10Questions/q @@ -0,0 +1,6 @@ +Requirements: +<l2st> +MD Req 1->MD Req 8 +Basic Python/Math Knowledge +Motivation to learn something new;) +</l2st> diff --git a/touse/Ethereum-Price-Prediction.webp b/touse/Ethereum-Price-Prediction.webp new file mode 100644 index 0000000..eb94164 Binary files /dev/null and b/touse/Ethereum-Price-Prediction.webp differ diff --git a/touse/TIM220328_Buterin.Cover_.FINAL2_.jpg b/touse/TIM220328_Buterin.Cover_.FINAL2_.jpg new file mode 100644 index 0000000..baa037c Binary files /dev/null and b/touse/TIM220328_Buterin.Cover_.FINAL2_.jpg differ diff --git a/touse/TIM220328_Buterin.Cover_.FINAL2_.webp b/touse/TIM220328_Buterin.Cover_.FINAL2_.webp new file mode 100644 index 0000000..e0fa6f9 Binary files /dev/null and b/touse/TIM220328_Buterin.Cover_.FINAL2_.webp differ