Stefan Loska
2/21/2015
These 3 irises look quite similar:
| Iris setosa | Iris virginica | Iris versicolor |
|---|---|---|
To develop a tool for determining the Iris species, a random forest model was built using iris data from the datasets package.
inTrain=createDataPartition(iris$Species, p=0.75, list=FALSE)
training=iris[inTrain,]
testing=iris[-inTrain,]
model = train(Species ~ ., data=training, method="rf")
Achieved out of sample accuracy was:
pred = predict(model, newdata=testing)
confusionMatrix(pred, testing$Species)$overall[1]
Accuracy
0.9166667
The model was saved as an .RData file and used to build an online application: