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Neptune.ai tensorflow-keras integration library

Project description

Neptune: Tensorflow and Keras integration

See the official docs.

Minimal example:

import tensorflow as tf
import neptune.new as neptune
from neptune.new.integrations.tensorflow_keras import NeptuneCallback

run = neptune.init(project='common/tf-keras-integration', api_token='ANONYMOUS')

mnist = tf.keras.datasets.mnist
(x_train, y_train),(x_test, y_test) = mnist.load_data()
x_train, x_test = x_train / 255.0, x_test / 255.0

model = tf.keras.models.Sequential([
  tf.keras.layers.Flatten(),
  tf.keras.layers.Dense(256, activation=tf.keras.activations.relu),
  tf.keras.layers.Dropout(0.5),
  tf.keras.layers.Dense(10, activation=tf.keras.activations.softmax)
])

optimizer = tf.keras.optimizers.SGD(lr=0.005, momentum=0.4,)

model.compile(optimizer=optimizer,
              loss='sparse_categorical_crossentropy',
              metrics=['accuracy'])

neptune_cbk = NeptuneCallback(run=run, base_namespace='metrics')
model.fit(x_train, y_train,
          epochs=5,
          batch_size=64,
          callbacks=[neptune_cbk])

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