我能获得预测值的概率吗?
我可以获得我的数据的准确性,但想以某种方式获取每个预测值的概率.
我的代码:
training_data = np.vstack(training_data)
training_target = np.vstack(training_target)
test_data = np.vstack(test_data)
test_target = np.vstack(test_target)
feature_columns = tf.contrib.learn.infer_real_valued_columns_from_input(training_data)
classifier = tf.contrib.learn.DNNClassifier(
feature_columns=feature_columns,
hidden_units=[10, 20, 10],
n_classes=3,
model_dir="/tmp/basic09",
optimizer=tf.train.ProximalAdagradOptimizer(
learning_rate=0.1,
l1_regularization_strength=0.001
)
)
def input_fn_train():
x = tf.constant(training_data)
y = tf.constant(training_target)
return x, y
def input_fn_test():
x = tf.constant(test_data)
y = tf.constant(test_target)
return x, y
def new_tests():
return np.array(
[
[33.33, 44.44],
], dtype=np.float32)
classifier.fit(input_fn=input_fn_train, steps=200)
score = classifier.evaluate(input_fn=input_fn_test, steps=1)
score_accuracy = score["accuracy"]
score_loss = score["loss"]
print("Score: ", score)
print("Accuracy: ", …Run Code Online (Sandbox Code Playgroud)