M. Liu
13th December, 2018
The goal is to build an shiny app that user could interact with it. The idea is to create an playground for user model neural net interactively.
model: Species ~ Sepal.Length + Sepal.Width
a 2-12-3 network with 75 weights
inputs: Sepal.Length Sepal.Width
output(s): Species
options were - softmax modelling
With default settings, number of neurons = 12
The Confusion Matrix
pred setosa versicolor virginica
setosa 50 0 0
versicolor 0 37 11
virginica 0 13 39
So we have fit an vanilla nnet with capability of user interaction for one hyperparameter, number of neurons.
In the future, we would like to make this more interactive on other hyperparameters such as learning rate, selection of loss functions and optimizers.