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# 1-1,图片数据建模流程范例 | ||
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# 1-2,文本数据建模流程范例 | ||
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# 1-3,结构化数据建模流程范例 | ||
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# 2-1,张量数据结构 | ||
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# 2-2,三种计算图 | ||
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# 2-3,自动微分机制 | ||
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# 3-1,低阶API示范 | ||
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# 3-2,中阶API示范 | ||
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# 3-3,高阶API示范 | ||
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# 4-1,张量的结构操作 | ||
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# 4-2,张量的数学运算 | ||
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# 4-3,AutoGraph的使用规范 | ||
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# 4-4,AutoGraph的机制原理 | ||
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# 4-5,AutoGraph和tf.Module | ||
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# 5-1,数据管道Dataset | ||
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# 5-2,特征列feature_column | ||
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# 5-3,激活函数activation | ||
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# 5-4,模型层layers | ||
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# 5-5,损失函数loss | ||
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# 5-6,评估函数metrics | ||
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# 5-7,优化器optimizers | ||
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# 5-8,回调函数callbacks | ||
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# 6-1,构建模型的3种方法 | ||
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# 6-2,训练模型的3种方法 | ||
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# 6-3,使用单GPU训练模型 | ||
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# 6-4,使用多GPU训练模型 | ||
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# 6-5,使用TPU训练模型 | ||
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# 6-6,使用tensorflow-serving部署模型 | ||
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# 6-7,使用spark-scala调用tensorflow模型 | ||
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# Summary | ||
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* [前言](README.md) | ||
* [一、TensorFlow的建模流程](Chapter1/README.md) | ||
* [1-1,图片数据建模流程范例](Chapter1/1-1,图片数据建模流程范例.md) | ||
* [1-2,文本数据建模流程范例](Chapter1/1-2,文本数据建模流程范例.md) | ||
* [1-3,结构化数据建模流程范例](Chapter1/1-3,结构化数据建模流程范例.md) | ||
* [二、TensorFlow的核心概念](Chapter2/README.md) | ||
* [2-1,张量数据结构](Chapter2/2-1,张量数据结构.md) | ||
* [2-2,三种计算图](Chapter2/2-2,三种计算图.md) | ||
* [2-3,自动微分机制](Chapter2/2-3,自动微分机制.md) | ||
* [三、TensorFlow的层次结构](Chapter3/README.md) | ||
* [3-1,低阶API示范](Chapter3/3-1,低阶API示范.md) | ||
* [3-2,中阶API示范](Chapter3/3-2,中阶API示范.md) | ||
* [3-3,高阶API示范](Chapter3/3-3,高阶API示范.md) | ||
* [四、TensorFlow的低阶API](Chapter4/README.md) | ||
* [4-1,张量的结构操作](Chapter4/4-1,张量的结构操作.md) | ||
* [4-2,张量的数学运算](Chapter4/4-2,张量的数学运算.md) | ||
* [4-3,AutoGraph的使用规范](Chapter4/4-3,AutoGraph的使用规范.md) | ||
* [4-4,AutoGraph的机制原理](Chapter4/4-4,AutoGraph的机制原理.md) | ||
* [4-5,AutoGraph和tf.Module](Chapter4/4-5,AutoGraph和tf.Module.md) | ||
* [五、TensorFlow 的中阶API](Chapter5/README.md) | ||
* [5-1,数据管道Dataset](Chapter5/5-1,数据管道Dataset.md) | ||
* [5-2,特征列feature_column](Chapter5/5-2,特征列feature_column.md) | ||
* [5-3,激活函数activation](Chapter5/5-3,激活函数activation.md) | ||
* [5-4,模型层layers](Chapter5/5-4,模型层layers.md) | ||
* [5-5,损失函数loss](Chapter5/5-5,损失函数loss.md) | ||
* [5-6,评估函数metrics](Chapter5/5-6,评估函数metrics.md) | ||
* [5-7,优化器optimizers](Chapter5/5-7,优化器optimizers.md) | ||
* [5-8,回调函数callbacks](Chapter5/5-8,回调函数callbacks.md) | ||
* [六、TensorFlow 的高阶API](Chapter6/README.md) | ||
* [6-1,构建模型的3种方法](Chapter6/6-1,构建模型的3种方法.md) | ||
* [6-2,训练模型的3种方法](Chapter6/6-2,训练模型的3种方法.md) | ||
* [6-3,使用单GPU训练模型](Chapter6/6-3,使用单GPU训练模型.md) | ||
* [6-4,使用多GPU训练模型](Chapter6/6-4,使用多GPU训练模型.md) | ||
* [6-5,使用TPU训练模型](Chapter6/6-5,使用TPU训练模型.md) | ||
* [6-6,使用tensorflow-serving部署模型](Chapter6/6-6,使用tensorflow-serving部署模型.md) | ||
* [6-7,使用spark-scala调用tensorflow模型](Chapter6/6-7,使用spark-scala调用tensorflow模型.md) | ||
* [一、TensorFlow的建模流程](./一、TensorFlow的建模流程.md) | ||
* [1-1,图片数据建模流程范例](./1-1,图片数据建模流程范例.md) | ||
* [1-2,文本数据建模流程范例](./1-2,文本数据建模流程范例.md) | ||
* [1-3,结构化数据建模流程范例](./1-3,结构化数据建模流程范例.md) | ||
* [二、TensorFlow的核心概念](二、TensorFlow的核心概念.md) | ||
* [2-1,张量数据结构](./2-1,张量数据结构.md) | ||
* [2-2,三种计算图](./2-2,三种计算图.md) | ||
* [2-3,自动微分机制](./2-3,自动微分机制.md) | ||
* [三、TensorFlow的层次结构](./README.md) | ||
* [3-1,低阶API示范](./3-1,低阶API示范.md) | ||
* [3-2,中阶API示范](./3-2,中阶API示范.md) | ||
* [3-3,高阶API示范](./3-3,高阶API示范.md) | ||
* [四、TensorFlow的低阶API](四、TensorFlow的低阶API.md) | ||
* [4-1,张量的结构操作](./4-1,张量的结构操作.md) | ||
* [4-2,张量的数学运算](./4-2,张量的数学运算.md) | ||
* [4-3,AutoGraph的使用规范](./4-3,AutoGraph的使用规范.md) | ||
* [4-4,AutoGraph的机制原理](./4-4,AutoGraph的机制原理.md) | ||
* [4-5,AutoGraph和tf.Module](./4-5,AutoGraph和tf.Module.md) | ||
* [五、TensorFlow的中阶API](五、TensorFlow的中阶API.md) | ||
* [5-1,数据管道Dataset](./5-1,数据管道Dataset.md) | ||
* [5-2,特征列feature_column](./5-2,特征列feature_column.md) | ||
* [5-3,激活函数activation](./5-3,激活函数activation.md) | ||
* [5-4,模型层layers](./5-4,模型层layers.md) | ||
* [5-5,损失函数loss](./5-5,损失函数loss.md) | ||
* [5-6,评估函数metrics](./5-6,评估函数metrics.md) | ||
* [5-7,优化器optimizers](./5-7,优化器optimizers.md) | ||
* [5-8,回调函数callbacks](./5-8,回调函数callbacks.md) | ||
* [六、TensorFlow的高阶API](六、TensorFlow的高阶API.md) | ||
* [6-1,构建模型的3种方法](./6-1,构建模型的3种方法.md) | ||
* [6-2,训练模型的3种方法](./6-2,训练模型的3种方法.md) | ||
* [6-3,使用单GPU训练模型](./6-3,使用单GPU训练模型.md) | ||
* [6-4,使用多GPU训练模型](./6-4,使用多GPU训练模型.md) | ||
* [6-5,使用TPU训练模型](./6-5,使用TPU训练模型.md) | ||
* [6-6,使用tensorflow-serving部署模型](./6-6,使用tensorflow-serving部署模型.md) | ||
* [6-7,使用spark-scala调用tensorflow模型](./6-7,使用spark-scala调用tensorflow模型.md) | ||
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# 一、TensorFlow的建模流程 | ||
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# 二、TensorFlow的核心概念 | ||
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# 五、TensorFlow的中阶API | ||
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# 六、TensorFlow的高阶API | ||
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# 四、TensorFlow的低阶API | ||
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