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干货:TensorFlow的55个经典案例 - Just Code
第一步:给TF新手的教程指南 1:tf初学者需要明白的入门准备 机器学习入门笔记: aymericdamien/TensorFlow-Examples MNIST 数据集入门笔记 aymericdamien/TensorFlow-Examples 2:tf初学者需要了解的入门基础 Hello World aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/1_Introduction/helloworld.py 基本操作 aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/1_Introduction/basic_operations.py 3:tf初学者需要掌握的基本模型 最近邻: aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/2_BasicModels/nearest_neighbor.py 线性回归: aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/2_BasicModels/linear_regression.py Logistic 回归: aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/2_BasicModels/logistic_regression.py 4:tf初学者需要尝试的神经网络 多层感知器: aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/3_NeuralNetworks/multilayer_perceptron.py 卷积神经网络: aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/3_NeuralNetworks/convolutional_network.py 循环神经网络(LSTM): aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/3_NeuralNetworks/recurrent_network.py 双向循环神经网络(LSTM): aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/3_NeuralNetworks/bidirectional_rnn.py 动态循环神经网络(LSTM) https://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/3_NeuralNetworks/dynamic_rnn.py 自编码器 aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/3_NeuralNetworks/autoencoder.py 5:tf初学者需要精通的实用技术 保存和恢复模型 aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/4_Utils/save_restore_model.py 图和损失可视化 aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/4_Utils/tensorboard_basic.py Tensorboard——高级可视化 https://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/4_Utils/tensorboard_advanced.py 6:tf初学者需要的懂得的多GPU基本操作 多 GPU 上的基本操作 aymericdamien/TensorFlow-Exampleshttps://github.com/aymericdamien/TensorFlow-Examples/blob/master/examples/5_MultiGPU/multigpu_basics.py 7:案例需要的数据集 …