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技术 2022年11月19日
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Keras 重要特性

  • 相同的代码可以在 CPU 或 GPU 上无缝切换运行。
  • 具有用户友好的 API,便于快速开发深度学习模型的原型。
  • 内置支持卷积网络(用于计算机视觉)、循环网络(用于序列处理)以及二者的任意组合。
  • 支持任意网络架构:多输入或多输出模型、层共享、模型共享等。这也就是说, Keras能够构建任意深度学习模型,无论是生成式对抗网络还是神经图灵机

  Keras 有三个后端实现: TensorFlow 后端、Theano 后端和微软认知工具包( CNTK, Microsoft cognitive toolkit)后端。未来 Keras 可能会扩展到支持更多的深度学习引擎。<img 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" alt="" name="en-media:image/png:0fc20f76ee145b2a4874757404b772a7:none:none" width="404" /> 典型的 Keras 工作流程(1) 定义训练数据:输入张量和目标张量。(2) 定义层组成的网络(或模型),将输入映射到目标。(3) 配置学习过程:选择损失函数、优化器和需要监控的指标。(4) 调用模型的 fit 方法在训练数据上进行迭代。 定义模型有两种方法:一种是使用 Sequential 类(仅用于层的线性堆叠,这是目前最常见的网络架构),另一种是函数式 API( functional API,用于层组成的有向无环图,让你可以构建任意形式的架构)。 from keras import modelsfrom keras import layersmodel = models.Sequential()model.add(layers.Dense(32, activation=’relu’, input_shape=(784,)))model.add(layers.Dense(10, activation=’softmax’)) 下面是用函数式 API 定义的相同模型。input_tensor = layers.Input(shape=(784,))x = layers.Dense(32, activation=’relu’)(input_tensor)output_tensor = layers.Dense(10, activation=’softmax’)(x)model = models.Model(inputs=input_tensor, outputs=output_tensor)利用函数式 API,你可以操纵模型处理的数据张量,并将层应用于这个张量,就好像这些层是函数一样. 配置学习过程是在编译这一步,你需要指定模型使用的优化器和损失函数,以及训练过程中想要监控的指标:from keras import optimizersmodel.compile(optimizer=optimizers.RMSprop(lr=0.001),  loss=’mse’,  metrics=[‘accuracy’]) 学习过程就是通过 fit() 方法将输入数据的 Numpy 数组(和对应的目标数据)传入模型:model.fit(input_tensor, target_tensor, batch_size=128, epochs=10)           

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