added something

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spikey 2024-03-05 16:14:23 -05:00
parent f2a1bc52f5
commit 9e304f2d78
1 changed files with 36 additions and 0 deletions

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digits.py Executable file
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#!/usr/bin/env python3
from sklearn.datasets import load_digits
from sklearn.model_selection import train_test_split
from sklearn.neural_network import MLPClassifier
import matplotlib.pyplot as plt
digits = load_digits()
# input
x = digits.images.reshape((len(digits.images), -1))
# what the output should be
y = digits.target
x_train = x[:1500]
y_train = y[:1500]
x_test = x[1500:]
y_test = y[1500:]
mlp = MLPClassifier(hidden_layer_sizes=(15,),
activation='logistic',
alpha=1e-4, solver='sgd',
tol=1e-4, random_state=1,
learning_rate_init=.1,
verbose=True)
mlp.fit(x_train, y_train)
fig, axes = plt.subplots(1, 1)
axes.plot(mlp.loss_curve_, 'o-')
axes.set_xlabel("iterations")
axes.set_ylabel("loss")
plt.show()