Machine Learning Packages and Functions
| Package | Function | What it does |
rattle |
rattle() |
Opens the Rattle Graphic User Interface |
rpart |
rpart() |
Creates a decision tree |
rpart.plot |
prp() |
Draws a decision tree |
randomForest |
randomForest() |
Creates a random forest of decision trees |
rattle |
printRandomForests() |
Prints the rules of a forest’s individual decision trees |
e1071 |
svm() |
Trains a support vector machine |
e1071 |
predict() |
Creates a vector of predicted classifications based on a support vector machine |
kernlab |
ksvm() |
Trains a support vector machine |
base R |
kmeans() |
Creates a k-means clustering analysis |
nnet |
nnet() |
Creates a neural network with one hidden layer |
NeuralNetTools |
plotnet() |
Draws a neural network |
nnet |
predict() |
Creates a vector of predictions based on a neural network |