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tensorflow2.0官方教程目录导航
Get started with TensorFlow 2.0
Effective TensorFlow 2.0(高效的tensorflow 2.0)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-quickstart-beginner.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/quickstart/beginner
Migrate from TF 1 to TF 2
Convert with the upgrade script
Get started for beginners (初学者入门 TensorFlow 2.0)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-quickstart-beginner.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/quickstart/beginner
Get started for experts (专家入门TensorFlow 2.0)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-quickstart-advanced.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/quickstart/advanced
Beginner tutorials
ML basics
Overview
Classify images (训练您的第一个神经网络:基本分类)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-basic_classification.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/keras/basic_classification
Classify text 使用Keras和TensorFlow Hub对电影评论进行文本分类 (tensorflow2.0官方教程翻译)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-basic_text_classification_with_tfhub.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/keras/basic_text_classification_with_tfhub
Classify structured data (结构化数据分类实战:心脏病预测)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-feature_columns.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/keras/feature_columns
Regression (回归项目实战:预测燃油效率 )
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-basic_regression.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/keras/basic_regression
Overfitting and underfitting (探索过拟合和欠拟合)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-overfit_and_underfit.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/keras/overfit_and_underfit
Save and restore models (tensorflow2保存和加载模型 )
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-save_and_restore_models.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/keras/save_and_restore_models
Images
Convolutional Neural Networks (使用TensorFlow2.0实现卷积神经网络CNN对MNIST数字分类)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-images-intro_to_cnns.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/images/save_and_restore_models
Transfer learning with TFHub (基于Keras使用TensorFlow Hub实现迁移学习)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-images-hub_with_keras.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/images/hub_with_keras
Transfer learning with pretrained CNNs (使用预训练的卷积神经网络进行迁移学习)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-images-transfer_learning.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/images/transfer_learning
Text and sequences
Intro to word embeddings (NLP词嵌入Word embedding实战项目)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-text-word_embeddings.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/text/word_embeddings
Classify preprocessed text (文本分类项目实战:电影评论)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-basic_text_classification.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/keras/basic_text_classification
Classify text with a RNN (使用RNN对文本进行分类实践:电影评论)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-text-text_classification_rnn.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/text/text_classification_rnn
Estimators
Linear models
Advanced tutorials
Customization
Overview
Tensors and operations (tensorflow2.0张量及其操作、numpy兼容、GPU加速)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-basics.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/eager/basics
Custom layers (使用Keras自定义层)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-custom_layers.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/eager/custom_layers
Automatic differentiation (TF梯度下降法的核心自动微分和梯度带)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-automatic_differentiation.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/eager/automatic_differentiation
Custom training: basics (构建tensorflow2.0模型自定义训练的基础步骤)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-custom_training.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/eager/custom_training
Custom training: walkthrough (使用Keras演示TensorFlow2.0自定义训练实战)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-custom_training_walkthrough.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/eager/custom_training_walkthrough
TF function and AutoGraph (TF梯度下降法的核心自动微分和梯度带)
最新版本:https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-automatic_differentiation.html
英文版本:https://tensorflow.google.cn/alpha/tutorials/eager/automatic_differentiation