Fitting a Model by Hand

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import matplotlib.pyplot as plt
import numpy as np

from utils.models import Parameters, LinearModel

plt.rcParams.update({'font.size': 18})


    

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%matplotlib notebook


    

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xs, ys = np.load("data/xs.npy")[:30], np.load("data/ys.npy")[:30]


    

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parameters = Parameters([0.5, 0], [[-1, 1], [-1, 1]], ["bias", "weight"])
lm = LinearModel(input_values=np.linspace(0, 1), parameters=parameters)


    

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lm.plot()


    

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lm.set_data(xs, ys)

lm.show_MSE = True
lm.make_interactive(log=True)