Question: please complete all parts use python thank you! Problem 1) Perceptron learning in Python: a) Create class NeuralNetwork(): that creates a single neuron, train it,

please complete all parts
use python
thank you!
please complete all parts use python thank you! Problem 1) Perceptron learning

Problem 1) Perceptron learning in Python: a) Create class NeuralNetwork(): that creates a single neuron, train it, and test it. This class should have the following function: i def_init__(self): that initializes a 3xl weight vector randomly and initializes the learning rate to 1. ii. def hard_limiter(self,x): that performs the hard-limiter activation on the nx vector x def forward propagation(self, inputs): that performs the forward propagation by multiplying the inputs by the neuron weights and passing the output through the hard_limiter activation function iv. def train(self, inputs, labels, num_train_iterations-10): that performs the perceptron learning rule for num_train_iterations times using the inputs and labels. def pred(self, inputs): classifies the inputs to either class 0 or 1 by multiplying them by the neuron weights, passing the output through the hard_limiter activation function and thresholding. V

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer
Step: 1 Unlock blur-text-image
Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock
Step: 3 Unlock

Students Have Also Explored These Related Databases Questions!