Branch-AI/one_exercise_per_file/week03/day01/ex04/readme.md

Exercise 4 Forward propagation

The goal of this exerice is to compute the log loss on the output of the forward propagation. The data used is the tiny data set below.

name	math	chemistry	exam_success
Bob	12	15	1
Eli	10	9	0
Tom	18	18	1
Ryan	13	14	1

The goal if the network is to predict the success at the exam given math and chemistry grades. The inputs are math and chemistry and the target is exam_sucess.

1. Compute and return the output of the neural network for each of the students. Here are the weights and biases of the neural network:

   neuron_h1 = Neuron(0.05, 0.001, 0)
   neuron_h2 = Neuron(0.02, 0.003, 0)
   neuron_o1 = Neuron(2,0,0)
   

2. Compute the logloss for the data given the output of the neural network with the 4 students.