bib,float,images,ml
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8 changed files with 40 additions and 14 deletions
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@book{homl-large-scale,
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@book{homl-large-scale,
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author = "Aurélien Géron",
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author = "Aurélien Géron",
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title = "Hands-on Machine Learning",
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title = "Hands-on Machine Learning",
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edition = "2nd",
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year = "2019",
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year = "2019",
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publisher = "O'Reilly",
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publisher = "O'Reilly",
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pages = "154",
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pages = "154",
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@ -8,6 +9,7 @@ pages = "154",
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@book{homl-hard-few,
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@book{homl-hard-few,
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author = "Aurélien Géron",
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author = "Aurélien Géron",
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title = "Hands-on Machine Learning",
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title = "Hands-on Machine Learning",
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edition = "2nd",
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year = "2019",
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year = "2019",
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publisher = "O'Reilly",
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publisher = "O'Reilly",
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pages = "155",
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pages = "155",
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@ -15,20 +17,39 @@ pages = "155",
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@book{homl-nonlinear-linear,
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@book{homl-nonlinear-linear,
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author = "Aurélien Géron",
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author = "Aurélien Géron",
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title = "Hands-on Machine Learning",
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title = "Hands-on Machine Learning",
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edition = "2nd",
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year = "2019",
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year = "2019",
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publisher = "O'Reilly",
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publisher = "O'Reilly",
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pages = "157",
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pages = "157",
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}
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}
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@book{homl-feat-poly,
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author = "Aurélien Géron",
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title = "Hands-on Machine Learning",
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edition = "2nd",
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year = "2019",
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publisher = "O'Reilly",
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pages = "158",
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}
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@book{homl-poly,
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@book{homl-poly,
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author = "Aurélien Géron",
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author = "Aurélien Géron",
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title = "Hands-on Machine Learning",
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title = "Hands-on Machine Learning",
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edition = "2nd",
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year = "2019",
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year = "2019",
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publisher = "O'Reilly",
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publisher = "O'Reilly",
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pages = "159",
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pages = "159",
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}
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}
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@book{homl-feat-simi,
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author = "Aurélien Géron",
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title = "Hands-on Machine Learning",
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edition = "2nd",
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year = "2019",
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publisher = "O'Reilly",
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pages = "160",
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}
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@book{homl-rbf,
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@book{homl-rbf,
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author = "Aurélien Géron",
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author = "Aurélien Géron",
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title = "Hands-on Machine Learning",
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title = "Hands-on Machine Learning",
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edition = "2nd",
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year = "2019",
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year = "2019",
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publisher = "O'Reilly",
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publisher = "O'Reilly",
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pages = "161",
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pages = "161",
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@ -36,6 +57,7 @@ pages = "161",
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@book{homl-linear,
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@book{homl-linear,
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author = "Aurélien Géron",
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author = "Aurélien Géron",
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title = "Hands-on Machine Learning",
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title = "Hands-on Machine Learning",
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edition = "2nd",
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year = "2019",
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year = "2019",
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publisher = "O'Reilly",
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publisher = "O'Reilly",
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pages = "163",
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pages = "163",
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@ -43,6 +65,7 @@ pages = "163",
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@book{homl-nonlinear,
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@book{homl-nonlinear,
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author = "Aurélien Géron",
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author = "Aurélien Géron",
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title = "Hands-on Machine Learning",
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title = "Hands-on Machine Learning",
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edition = "2nd",
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year = "2019",
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year = "2019",
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publisher = "O'Reilly",
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publisher = "O'Reilly",
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pages = "164",
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pages = "164",
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@ -19,12 +19,12 @@ urlcolor=blue,
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\newcommand{\cnam}{\begin{center}
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\newcommand{\cnam}{\begin{center}
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\includegraphics[height=6em]{../cnam.png}\end{center}}
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\includegraphics[height=6em]{../cnam.png}\end{center}}
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\newcommand{\fig}[4]{\begin{figure}[!h]\begin{center}
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\newcommand{\fig}[4]{\begin{figure}[H]\begin{center}
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\includegraphics[height=#3]{images/#4.png}
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\includegraphics[height=#3]{images/#4.png}
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\caption{#2}\end{center}\end{figure}}
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\caption{#2}\end{center}\end{figure}}
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\newcommand{\bifig}[5]{\begin{figure}[!h]\begin{center}
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\newcommand{\bifig}[5]{\begin{figure}[H]\begin{center}
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\includegraphics[height=#3]{images/#4.png}
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\includegraphics[height=#3]{images/#4.png}
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\includegraphics[height=#3]{images/#5.png}
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\includegraphics[height=#3]{images/#5.png}
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\caption{#2}\end{center}\end{figure}}
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\caption{#2}\end{center}\end{figure}}
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@ -62,23 +62,15 @@ Informatique, Réseaux, Systèmes et Multimédia
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\begin{document}
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\begin{document}
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\import{front}
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\import{front}
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\import{glossaries}
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\import{glossaries}
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\import{toc}
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\import{toc}
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%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
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%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
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\import{introduction}
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\import{introduction}
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\import{principles}
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\import{principles}
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\import{example}
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\import{example}
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\import{pros}
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\import{pros}
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\import{cons}
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\import{cons}
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\import{limitations}
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\import{limitations}
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%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
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\import{conclusion}
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\import{conclusion}
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%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
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%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
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\printbibliography[heading=bibintoc,title=Références]
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\printbibliography[heading=bibintoc,title=Références]
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De nouvelles méthodologies ont donc dû être créées afin de pouvoir
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De nouvelles méthodologies ont donc dû être créées afin de pouvoir
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analyser puis exploiter ces \gls{bd}.
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analyser puis exploiter ces \gls{bd}.
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\subsection{Le \gls{ml}}
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\subsection{Machine learning}
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Ce concept regroupe les différentes nouvelles approches méthodologiques
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Le \gls{ml} regroupe les différentes nouvelles approches méthodologiques
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permettant de faire ressortir une compréhension des \gls{bd}, en extraire
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permettant de faire ressortir une compréhension des \gls{bd}, en extraire
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des \glspl{dataset} exploitables puis, à partir de cet apprentissage,
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des \glspl{dataset} exploitables puis, à partir de cet apprentissage,
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être en mesure de comprendre de nouvelles données.
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être en mesure de comprendre de nouvelles données.
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\usepackage{extsizes}
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\usepackage{extsizes}
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\usepackage{float}
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\usepackage{fontspec}
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\usepackage{fontspec}
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\usepackage[a4paper,portrait,
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\usepackage[a4paper,portrait,
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bmargin=20mm,lmargin=20mm,rmargin=20mm,tmargin=20mm]{geometry}
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bmargin=20mm,lmargin=20mm,rmargin=20mm,tmargin=20mm]{geometry}
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@ -79,11 +79,21 @@ deux types de résolution sont disponibles :
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…
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…
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\fig{}{ \cite{homl-feat-poly}}
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{9em}{features_polynomial}
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…
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\bifig{}{Fonction noyau polynominale \cite{homl-poly}}
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\bifig{}{Fonction noyau polynominale \cite{homl-poly}}
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{14em}{kernel_polynomial_left}{kernel_polynomial_right}
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{14em}{kernel_polynomial_left}{kernel_polynomial_right}
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…
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…
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\bifig{}{ \cite{homl-feat-simi}}
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{14em}{features_similar_left}{features_similar_right}
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…
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\bifig{}{Fonction noyau gaussien \gls{rbf} \cite{homl-rbf}}
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\bifig{}{Fonction noyau gaussien \gls{rbf} \cite{homl-rbf}}
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{26em}{kernel_rbf_left}{kernel_rbf_right}
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{26em}{kernel_rbf_left}{kernel_rbf_right}
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cnam/travaux/probatoire/images/features_polynomial.png
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cnam/travaux/probatoire/images/features_polynomial.png
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cnam/travaux/probatoire/images/features_similar_left.png
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cnam/travaux/probatoire/images/features_similar_left.png
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cnam/travaux/probatoire/images/features_similar_right.png
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cnam/travaux/probatoire/images/features_similar_right.png
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