diff --git a/man/PredictData.Rd b/man/PredictData.Rd
index a06a237..e5d23d9 100644
--- a/man/PredictData.Rd
+++ b/man/PredictData.Rd
@@ -11,7 +11,7 @@ A \link{PredictData} object can only exist as a component of a \link{PredictLaye
 \link{TrainData}, \link{TestData}
 }
 \section{Super class}{
-\code{\link[fuseMLR:Data]{fuseMLR::Data}} -> \code{PredictData}
+\code{fuseMLR::Data} -> \code{PredictData}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/PredictLayer.Rd b/man/PredictLayer.Rd
index 3538ee9..e31efcc 100644
--- a/man/PredictLayer.Rd
+++ b/man/PredictLayer.Rd
@@ -12,7 +12,7 @@ A predicted layer can only contain \link{PredictData}.
 \link{Training}, \link{Lrner}, \link{TrainData}, \link{TestData} and \link{Model}
 }
 \section{Super class}{
-\code{\link[fuseMLR:HashTable]{fuseMLR::HashTable}} -> \code{PredictLayer}
+\code{fuseMLR::HashTable} -> \code{PredictLayer}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/PredictMetaLayer.Rd b/man/PredictMetaLayer.Rd
index 72db014..d93c64e 100644
--- a/man/PredictMetaLayer.Rd
+++ b/man/PredictMetaLayer.Rd
@@ -9,7 +9,7 @@ This class implement a predicted meta layer. A \link{PredictMetaLayer} can only
 A predicted meta layer can only contain a \link{PredictData} object.
 }
 \section{Super class}{
-\code{\link[fuseMLR:HashTable]{fuseMLR::HashTable}} -> \code{PredictMetaLayer}
+\code{fuseMLR::HashTable} -> \code{PredictMetaLayer}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/Predicting.Rd b/man/Predicting.Rd
index a123c94..cf41e5b 100644
--- a/man/Predicting.Rd
+++ b/man/Predicting.Rd
@@ -26,7 +26,7 @@ TODO: Do not export me.
 \link{TrainLayer}
 }
 \section{Super class}{
-\code{\link[fuseMLR:HashTable]{fuseMLR::HashTable}} -> \code{Predicting}
+\code{fuseMLR::HashTable} -> \code{Predicting}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/Target.Rd b/man/Target.Rd
index b3f96cd..02ada9f 100644
--- a/man/Target.Rd
+++ b/man/Target.Rd
@@ -11,7 +11,7 @@ exist as a component of a \link{Training} object.
 \link{TrainLayer}, \link{Lrner}, \link{Model}, \link{TestData}
 }
 \section{Super class}{
-\code{\link[fuseMLR:Data]{fuseMLR::Data}} -> \code{Target}
+\code{fuseMLR::Data} -> \code{Target}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/TestData.Rd b/man/TestData.Rd
index c767fcb..cb4f0e0 100644
--- a/man/TestData.Rd
+++ b/man/TestData.Rd
@@ -11,7 +11,7 @@ A \link{TestData} object can only exist as a component of a \link{TestLayer} or
 \link{TrainData}
 }
 \section{Super class}{
-\code{\link[fuseMLR:Data]{fuseMLR::Data}} -> \code{TestData}
+\code{fuseMLR::Data} -> \code{TestData}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/TestLayer.Rd b/man/TestLayer.Rd
index 246e4b5..d605320 100644
--- a/man/TestLayer.Rd
+++ b/man/TestLayer.Rd
@@ -12,7 +12,7 @@ A predicted layer can only contain \link{TestData}.
 \link{Training}, \link{Lrner}, \link{TrainData}, \link{TestData} and \link{Model}
 }
 \section{Super class}{
-\code{\link[fuseMLR:HashTable]{fuseMLR::HashTable}} -> \code{TestLayer}
+\code{fuseMLR::HashTable} -> \code{TestLayer}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/TestMetaLayer.Rd b/man/TestMetaLayer.Rd
index 4517dfa..727f729 100644
--- a/man/TestMetaLayer.Rd
+++ b/man/TestMetaLayer.Rd
@@ -9,7 +9,7 @@ This class implement a predicted meta layer. A \link{TestMetaLayer} can only exi
 A predicted meta layer can only contain a \link{TestData} object.
 }
 \section{Super class}{
-\code{\link[fuseMLR:HashTable]{fuseMLR::HashTable}} -> \code{TestMetaLayer}
+\code{fuseMLR::HashTable} -> \code{TestMetaLayer}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/Testing.Rd b/man/Testing.Rd
index 9c9cfe3..26b97e2 100644
--- a/man/Testing.Rd
+++ b/man/Testing.Rd
@@ -17,7 +17,7 @@ A Testing object is structured as followed:
 \link{TrainLayer}
 }
 \section{Super class}{
-\code{\link[fuseMLR:HashTable]{fuseMLR::HashTable}} -> \code{Testing}
+\code{fuseMLR::HashTable} -> \code{Testing}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/TrainData.Rd b/man/TrainData.Rd
index 0783c3a..a4776d6 100644
--- a/man/TrainData.Rd
+++ b/man/TrainData.Rd
@@ -11,7 +11,7 @@ exist as a component of a \link{TrainLayer} or a \link{TrainMetaLayer} object.
 \link{TrainLayer}, \link{Lrner}, \link{Model}, \link{TestData}
 }
 \section{Super class}{
-\code{\link[fuseMLR:Data]{fuseMLR::Data}} -> \code{TrainData}
+\code{fuseMLR::Data} -> \code{TrainData}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/TrainLayer.Rd b/man/TrainLayer.Rd
index b6e19c7..7565f32 100644
--- a/man/TrainLayer.Rd
+++ b/man/TrainLayer.Rd
@@ -22,7 +22,7 @@ A training layer can make predictions for a new layer passed as argument to its
 \link{Training}, \link{Lrner}, \link{TrainData}, \link{TestData} and \link{Model}
 }
 \section{Super class}{
-\code{\link[fuseMLR:HashTable]{fuseMLR::HashTable}} -> \code{TrainLayer}
+\code{fuseMLR::HashTable} -> \code{TrainLayer}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/TrainMetaLayer.Rd b/man/TrainMetaLayer.Rd
index 8b357a7..b2c6e0c 100644
--- a/man/TrainMetaLayer.Rd
+++ b/man/TrainMetaLayer.Rd
@@ -18,7 +18,7 @@ A meta layer can train its meta learner on the meta training data and store the
 The meta layer can predict values given a new meta layer.
 }
 \section{Super class}{
-\code{\link[fuseMLR:HashTable]{fuseMLR::HashTable}} -> \code{TrainMetaLayer}
+\code{fuseMLR::HashTable} -> \code{TrainMetaLayer}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/Training.Rd b/man/Training.Rd
index d72fbc6..8b067cf 100644
--- a/man/Training.Rd
+++ b/man/Training.Rd
@@ -31,7 +31,7 @@ Use the function \code{train} for training and \code{predict} for predicting.
 \link{Testing} and \link{Predicting}
 }
 \section{Super class}{
-\code{\link[fuseMLR:HashTable]{fuseMLR::HashTable}} -> \code{Training}
+\code{fuseMLR::HashTable} -> \code{Training}
 }
 \section{Methods}{
 \subsection{Public methods}{
diff --git a/man/removeLayer.Rd b/man/removeLayer.Rd
new file mode 100644
index 0000000..f40dc6b
--- /dev/null
+++ b/man/removeLayer.Rd
@@ -0,0 +1,18 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/trainingFunctions.R
+\name{removeLayer}
+\alias{removeLayer}
+\title{removeLayer}
+\usage{
+removeLayer(training, layer_id = NULL)
+}
+\arguments{
+\item{training}{(\code{Training(1)}) \cr
+Training object from which the layer will be removed.}
+
+\item{layer_id}{(\code{character(1)}) \cr
+ID of the layer to be removed.}
+}
+\description{
+Remove a \link{TrainLayer} or a \link{TrainMetaLayer} from the \link{Training} object passed as argument.
+}