The aim is to classify iris flowers among three species (setosa, versicolor, or virginica) from measurements of sepals and petals’ length and width. The central goal here is to design a model that makes useful classifications for new flowers or, in other words, one which exhibits good generalization.
- sepal_length: Sepal length, in centimeters, used as input.
- sepal_width: Sepal width, in centimeters, used as input.
- petal_length: Petal length, in centimeters, used as input.
- petal_width: Petal width, in centimeters, used as input.
- class: Iris Setosa, Versicolor, or Virginica, used as the target.
- By using petal length we can separate iris-setosa
- By using sepal length,sepal width we can’t do anything because it’s all messed up and we can’t separate the flowers
- In petal width iris setosa is not distributed properly
- So we are using the petal length as feature to separate at least the iris setosa.