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Exercise 0: Environment and libraries
The exercise is validated if all questions of the exercise are validated.
Activate the virtual environment. If you used conda run conda activate your_env.
Run python --version.
Does it print Python 3.x? x >= 8
Do import jupyter and import numpy run without any error?
Exercise 1: The neuron
For question 1, does this code:
neuron = Neuron(0,1,4)
neuron.feedforward(2,3)
return 0.9990889488055994?
Exercise 2: Neural network
For question 1, is the output 0.9524917424084265?
Exercise 3: Log loss
For question 1, is the output 0.5472899351247816?
Exercise 4: Forward propagation
The exercise is validated if all questions of the exercise are validated
For question 1, is the output the following?
Bob: 0.7855253278357536
Eli: 0.7771516558846259
Tom: 0.8067873659804015
Ryan: 0.7892343955586032
For question 2, is the logloss for the 4 students 0.5485133607757963?
Exercise 5: Regression
The exercise is validated if all questions of the exercise are validated
For question 1, is the output 7?
For question 2, are the outputs the following?
Bob: 14.918863163724454
Eli: 14.83137890625537
Tom: 15.086662606964074
Ryan: 14.939270885974128