Simple Neuron

See a neuron attempting to learn AND, OR or XOR. XOR Sep has the extra input.

By default the neuron has linear activation, but sigmoidal can be selected. You can also set the learning rate and momentum.

Test Net applies the next line from the training set. The inputs, target, output and Delta values are shown.

Teach Net applies the next item of data and adjusts the weights. When all items in the set are presented, an Epoch, the sum of the squares of the errors (SSE) is shown.

Auto Teach repeatedly applies the data, adjusting the weights. When you press Stop Teach the learning stops and the variation of SSE vs Epoch is plotted.

Reset reinitialises the weights

AND ; OR

XOR ; XOR Sep

Linear ; Sigmoidal

Learning rate Momentum