From be49a06844c90e4d978a41e01a6708234b3a1b9c Mon Sep 17 00:00:00 2001 From: paul-loedige Date: Sun, 6 Feb 2022 23:55:55 +0100 Subject: [PATCH] Created chapters --- ML_Zusammenfassung.tex | 31 +++++++++++++++++-- ...near_Regression_and_Gaussian_Processes.tex | 3 ++ .../Linear_Classification.tex | 3 ++ .../Linear_Regression.tex | 3 ++ .../Model_Selection.tex | 3 ++ .../Ridge_Regression.tex | 3 ++ .../Trees_and_Forests.tex | 3 ++ .../k-Nearest_Neighbors.tex | 3 ++ .../Density_Estimation_and_Mixture_Models.tex | 3 ++ ...imensionality_Reduction_and_Clustering.tex | 3 ++ chapters/ExamplePart/ExampleChapter.tex | 8 ----- chapters/Kernel_Methods/Kernel-Regression.tex | 3 ++ .../Support_Vector_Machines.tex | 3 ++ chapters/Neural_Networks/CNNs_and_LSTMs.tex | 3 ++ .../Neural_Networks_and_Backpropagation.tex | 3 ++ .../Variational_Auto-Encoders.tex | 3 ++ 16 files changed, 70 insertions(+), 11 deletions(-) create mode 100644 chapters/Bayesian_Learning/Bayesian_Linear_Regression_and_Gaussian_Processes.tex create mode 100644 chapters/Classical_Supervised_Learning/Linear_Classification.tex create mode 100644 chapters/Classical_Supervised_Learning/Linear_Regression.tex create mode 100644 chapters/Classical_Supervised_Learning/Model_Selection.tex create mode 100644 chapters/Classical_Supervised_Learning/Ridge_Regression.tex create mode 100644 chapters/Classical_Supervised_Learning/Trees_and_Forests.tex create mode 100644 chapters/Classical_Supervised_Learning/k-Nearest_Neighbors.tex create mode 100644 chapters/Classical_Unsupervised_Learning/Density_Estimation_and_Mixture_Models.tex create mode 100644 chapters/Classical_Unsupervised_Learning/Dimensionality_Reduction_and_Clustering.tex delete mode 100644 chapters/ExamplePart/ExampleChapter.tex create mode 100644 chapters/Kernel_Methods/Kernel-Regression.tex create mode 100644 chapters/Kernel_Methods/Support_Vector_Machines.tex create mode 100644 chapters/Neural_Networks/CNNs_and_LSTMs.tex create mode 100644 chapters/Neural_Networks/Neural_Networks_and_Backpropagation.tex create mode 100644 chapters/Neural_Networks/Variational_Auto-Encoders.tex diff --git a/ML_Zusammenfassung.tex b/ML_Zusammenfassung.tex index e7ec7d5..bc1c2fa 100644 --- a/ML_Zusammenfassung.tex +++ b/ML_Zusammenfassung.tex @@ -1,4 +1,4 @@ -\documentclass[ngerman,regno,a4paper,12pt,oneside]{scrbook} +\documentclass[ngerman,regno,a4paper,12pt,oneside,hidelinks]{scrbook} %page format \usepackage[ a4paper, @@ -27,8 +27,33 @@ % {{{ Main Content% \pagenumbering{arabic} - \part{Example Part} - \input{chapters/ExamplePart/ExampleChapter.tex} + \part{Classical Supervised Learning} + \input{chapters/Classical_Supervised_Learning/Linear_Regression.tex} + \input{chapters/Classical_Supervised_Learning/Ridge_Regression.tex} + \input{chapters/Classical_Supervised_Learning/Linear_Classification.tex} + \input{chapters/Classical_Supervised_Learning/Model_Selection.tex} + \input{chapters/Classical_Supervised_Learning/k-Nearest_Neighbors.tex} + \input{chapters/Classical_Supervised_Learning/Trees_and_Forests.tex} + \clearpage + + \part{Classical Unsupervised Learning} + \input{chapters/Classical_Unsupervised_Learning/Dimensionality_Reduction_and_Clustering.tex} + \input{chapters/Classical_Unsupervised_Learning/Density_Estimation_and_Mixture_Models.tex} + \clearpage + + \part{Kernel Methods} + \input{chapters/Kernel_Methods/Kernel-Regression.tex} + \input{chapters/Kernel_Methods/Support_Vector_Machines.tex} + \clearpage + + \part{Bayesian Learning} + \input{chapters/Bayesian_Learning/Bayesian_Linear_Regression_and_Gaussian_Processes.tex} + \clearpage + + \part{Neural Networks} + \input{chapters/Neural_Networks/Neural_Networks_and_Backpropagation.tex} + \input{chapters/Neural_Networks/CNNs_and_LSTMs.tex} + \input{chapters/Neural_Networks/Variational_Auto-Encoders.tex} \clearpage % }}} % diff --git a/chapters/Bayesian_Learning/Bayesian_Linear_Regression_and_Gaussian_Processes.tex b/chapters/Bayesian_Learning/Bayesian_Linear_Regression_and_Gaussian_Processes.tex new file mode 100644 index 0000000..1ed8f97 --- /dev/null +++ b/chapters/Bayesian_Learning/Bayesian_Linear_Regression_and_Gaussian_Processes.tex @@ -0,0 +1,3 @@ +\chapter{Bayesian Linear Regression and Gaussian Processes}% +\label{cha:Bayesian Linear Regression and Gaussian Processes} + diff --git a/chapters/Classical_Supervised_Learning/Linear_Classification.tex b/chapters/Classical_Supervised_Learning/Linear_Classification.tex new file mode 100644 index 0000000..3af5c46 --- /dev/null +++ b/chapters/Classical_Supervised_Learning/Linear_Classification.tex @@ -0,0 +1,3 @@ +\chapter{Linear Classification}% +\label{cha:Linear Classification} + diff --git a/chapters/Classical_Supervised_Learning/Linear_Regression.tex b/chapters/Classical_Supervised_Learning/Linear_Regression.tex new file mode 100644 index 0000000..936d874 --- /dev/null +++ b/chapters/Classical_Supervised_Learning/Linear_Regression.tex @@ -0,0 +1,3 @@ +\chapter{Linear Regression}% +\label{cha:Linear Regression} + diff --git a/chapters/Classical_Supervised_Learning/Model_Selection.tex b/chapters/Classical_Supervised_Learning/Model_Selection.tex new file mode 100644 index 0000000..a6bdab0 --- /dev/null +++ b/chapters/Classical_Supervised_Learning/Model_Selection.tex @@ -0,0 +1,3 @@ +\chapter{Model Selection}% +\label{cha:Model Selection} + diff --git a/chapters/Classical_Supervised_Learning/Ridge_Regression.tex b/chapters/Classical_Supervised_Learning/Ridge_Regression.tex new file mode 100644 index 0000000..a213dcb --- /dev/null +++ b/chapters/Classical_Supervised_Learning/Ridge_Regression.tex @@ -0,0 +1,3 @@ +\chapter{Ridge Regression}% +\label{cha:Ridge Regression} + diff --git a/chapters/Classical_Supervised_Learning/Trees_and_Forests.tex b/chapters/Classical_Supervised_Learning/Trees_and_Forests.tex new file mode 100644 index 0000000..e04e9c7 --- /dev/null +++ b/chapters/Classical_Supervised_Learning/Trees_and_Forests.tex @@ -0,0 +1,3 @@ +\chapter{Trees and Forests}% +\label{cha:Trees and Forests} + diff --git a/chapters/Classical_Supervised_Learning/k-Nearest_Neighbors.tex b/chapters/Classical_Supervised_Learning/k-Nearest_Neighbors.tex new file mode 100644 index 0000000..a8b855b --- /dev/null +++ b/chapters/Classical_Supervised_Learning/k-Nearest_Neighbors.tex @@ -0,0 +1,3 @@ +\chapter{k-Nearest Neighbors}% +\label{cha:k-Nearest Neighbors} + diff --git a/chapters/Classical_Unsupervised_Learning/Density_Estimation_and_Mixture_Models.tex b/chapters/Classical_Unsupervised_Learning/Density_Estimation_and_Mixture_Models.tex new file mode 100644 index 0000000..acf71b6 --- /dev/null +++ b/chapters/Classical_Unsupervised_Learning/Density_Estimation_and_Mixture_Models.tex @@ -0,0 +1,3 @@ +\chapter{Density Estimation and Mixture Models}% +\label{cha:Density Estimation and Mixture Models} + diff --git a/chapters/Classical_Unsupervised_Learning/Dimensionality_Reduction_and_Clustering.tex b/chapters/Classical_Unsupervised_Learning/Dimensionality_Reduction_and_Clustering.tex new file mode 100644 index 0000000..605c5a0 --- /dev/null +++ b/chapters/Classical_Unsupervised_Learning/Dimensionality_Reduction_and_Clustering.tex @@ -0,0 +1,3 @@ +\chapter{Dimensionality Reduction and Clustering}% +\label{cha:Dimensionality Reduction and Clustering} + diff --git a/chapters/ExamplePart/ExampleChapter.tex b/chapters/ExamplePart/ExampleChapter.tex deleted file mode 100644 index 90f96f2..0000000 --- a/chapters/ExamplePart/ExampleChapter.tex +++ /dev/null @@ -1,8 +0,0 @@ -\chapter{Example Chapter} -Example Text using \gls{example} and the acronym \gls{EXP} -\begin{equation} - \nomeq{exampl} -\end{equation} -\clearpage -\section{Example Section} -Example Page 2 diff --git a/chapters/Kernel_Methods/Kernel-Regression.tex b/chapters/Kernel_Methods/Kernel-Regression.tex new file mode 100644 index 0000000..9719e74 --- /dev/null +++ b/chapters/Kernel_Methods/Kernel-Regression.tex @@ -0,0 +1,3 @@ +\chapter{Kernel-Regression}% +\label{cha:Kernel-Regression} + diff --git a/chapters/Kernel_Methods/Support_Vector_Machines.tex b/chapters/Kernel_Methods/Support_Vector_Machines.tex new file mode 100644 index 0000000..55d0bd6 --- /dev/null +++ b/chapters/Kernel_Methods/Support_Vector_Machines.tex @@ -0,0 +1,3 @@ +\chapter{Support Vector Machines}% +\label{cha:Support Vector Machines} + diff --git a/chapters/Neural_Networks/CNNs_and_LSTMs.tex b/chapters/Neural_Networks/CNNs_and_LSTMs.tex new file mode 100644 index 0000000..dd72379 --- /dev/null +++ b/chapters/Neural_Networks/CNNs_and_LSTMs.tex @@ -0,0 +1,3 @@ +\chapter{CNNs and LSTMs}% +\label{cha:CNNs and LSTMs} + diff --git a/chapters/Neural_Networks/Neural_Networks_and_Backpropagation.tex b/chapters/Neural_Networks/Neural_Networks_and_Backpropagation.tex new file mode 100644 index 0000000..84e128a --- /dev/null +++ b/chapters/Neural_Networks/Neural_Networks_and_Backpropagation.tex @@ -0,0 +1,3 @@ +\chapter{Neural Networks and Backpropagation}% +\label{cha:Neural Networks and Backpropagation} + diff --git a/chapters/Neural_Networks/Variational_Auto-Encoders.tex b/chapters/Neural_Networks/Variational_Auto-Encoders.tex new file mode 100644 index 0000000..3aff554 --- /dev/null +++ b/chapters/Neural_Networks/Variational_Auto-Encoders.tex @@ -0,0 +1,3 @@ +\chapter{Variational Auto-Encoders}% +\label{cha:Variational Auto-Encoders} +