# tensorflow2-zh

**Repository Path**: plusyou13/tensorflow2-zh

## Basic Information

- **Project Name**: tensorflow2-zh
- **Description**: TensorFlow2.0 官方教程翻译，基本概念讲解、实战项目、TensorFlow2.0编程技巧。
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2020-04-17
- **Last Updated**: 2020-12-19

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

---
title: tensorflow2官方教程目录导航
categories: tensorflow2官方教程
tags: tensorflow2.0教程
top: 1900
abbrlink: tensorflow/tensorflow2-zh-readme
---

> 最全TensorFlow2.0学习路线 [www.mashangxue123.com](https://www.mashangxue123.com)

# 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-quickstart-beginner.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/quickstart/beginner](https://tensorflow.google.cn/beta/tutorials/quickstart/beginner)
> 翻译建议：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/quickstart/beginner.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/quickstart/beginner.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-quickstart-beginner.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/quickstart/beginner](https://tensorflow.google.cn/beta/tutorials/quickstart/beginner)
> 翻译建议：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/quickstart/beginner.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/quickstart/beginner.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-quickstart-advanced.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/quickstart/advanced](https://tensorflow.google.cn/beta/tutorials/quickstart/advanced)
> 翻译建议：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/quickstart/beginner.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/quickstart/advanced.md)

## 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-basic_classification.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/keras/basic_classification](https://tensorflow.google.cn/beta/tutorials/keras/basic_classification)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/basic_classification.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/basic_classification.md)

#### Classify text 使用Keras和TensorFlow Hub对电影评论进行文本分类)

> 最新版本：[https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-basic_text_classification_with_tfhub.html](https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-basic_text_classification_with_tfhub.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/keras/basic_text_classification_with_tfhub](https://tensorflow.google.cn/beta/tutorials/keras/basic_text_classification_with_tfhub)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/basic_text_classification_with_tfhub.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/basic_text_classification_with_tfhub.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-feature_columns.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/keras/feature_columns](https://tensorflow.google.cn/beta/tutorials/keras/feature_columns)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/feature_columns.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/feature_columns.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-basic_regression.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/keras/basic_regression](https://tensorflow.google.cn/beta/tutorials/keras/basic_regression)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/basic_regression.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/basic_regression.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-overfit_and_underfit.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/keras/overfit_and_underfit](https://tensorflow.google.cn/beta/tutorials/keras/overfit_and_underfit)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/overfit_and_underfit.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/overfit_and_underfit.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-save_and_restore_models.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/keras/save_and_restore_models](https://tensorflow.google.cn/beta/tutorials/keras/save_and_restore_models)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/save_and_restore_models.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/save_and_restore_models.md)

### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-images-intro_to_cnns.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/images/save_and_restore_models](https://tensorflow.google.cn/beta/tutorials/images/intro_to_cnns)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/images/intro_to_cnns.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/images/intro_to_cnns.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-images-hub_with_keras.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/images/hub_with_keras](https://tensorflow.google.cn/beta/tutorials/images/hub_with_keras)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/images/hub_with_keras.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/images/hub_with_keras.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-images-transfer_learning.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/images/transfer_learning](https://tensorflow.google.cn/beta/tutorials/images/transfer_learning)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/images/transfer_learning.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/images/transfer_learning.md)

### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-text-word_embeddings.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/text/word_embeddings](https://tensorflow.google.cn/beta/tutorials/text/word_embeddings)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/text/word_embeddings.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/text/word_embeddings.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-keras-basic_text_classification.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/keras/basic_text_classification](https://tensorflow.google.cn/beta/tutorials/keras/basic_text_classification)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/basic_text_classification.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/keras/basic_text_classification.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-text-text_classification_rnn.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/text/text_classification_rnn](https://tensorflow.google.cn/beta/tutorials/text/text_classification_rnn)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/text/text_classification_rnn.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/text/text_classification_rnn.md)

### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-basics.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/eager/basics](https://tensorflow.google.cn/beta/tutorials/eager/basics)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/basics.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/basics.md)

#### Custom layers (使用Keras自定义层)

> 最新版本：[https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-custom_layers.html](https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-custom_layers.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/eager/custom_layers](https://tensorflow.google.cn/beta/tutorials/eager/custom_layers)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/custom_layers.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/custom_layers.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-automatic_differentiation.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/eager/automatic_differentiation](https://tensorflow.google.cn/beta/tutorials/eager/automatic_differentiation)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/automatic_differentiation.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/automatic_differentiation.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-custom_training.htnl)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/eager/custom_training](https://tensorflow.google.cn/beta/tutorials/eager/custom_training)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/custom_training.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/custom_training.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-custom_training_walkthrough.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/eager/custom_training_walkthrough](https://tensorflow.google.cn/beta/tutorials/eager/custom_training_walkthrough)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/custom_training_walkthrough.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/custom_training_walkthrough.md)

#### 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](https://www.mashangxue123.com/tensorflow/tf2-tutorials-eager-automatic_differentiation.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/eager/automatic_differentiation](https://tensorflow.google.cn/beta/tutorials/eager/automatic_differentiation)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/automatic_differentiation.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/eager/automatic_differentiation.md)

### Text and sequences

#### Generate text with an RNN(使用RNN生成文本实战：莎士比亚风格诗句)

> 最新版本：[https://www.mashangxue123.com/tensorflow/tf2-tutorials-text-text_generation.html](https://www.mashangxue123.com/tensorflow/tf2-tutorials-text-text_generation.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/text/text_generation](https://tensorflow.google.cn/beta/tutorials/text/text_generation)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/text/text_generation.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/text/text_generation.md)

#### Neural Machine Translation with Attention(采用注意力机制的神经机器翻译)

> 最新版本：[https://www.mashangxue123.com/tensorflow/tf2-tutorials-text-nmt_with_attention.html](https://www.mashangxue123.com/tensorflow/tf2-tutorials-text-nmt_with_attention.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/text/nmt_with_attention](https://tensorflow.google.cn/beta/tutorials/text/nmt_with_attention)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/text/nmt_with_attention.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/text/nmt_with_attention.md

#### Image captioning （使用注意力机制给图片取标题）

> 最新版本：[https://www.mashangxue123.com/tensorflow/tf2-tutorials-text-image_captioning.html](https://www.mashangxue123.com/tensorflow/tf2-tutorials-text-image_captioning.html)
> 英文版本：[https://tensorflow.google.cn/beta/tutorials/text/image_captioning](https://tensorflow.google.cn/beta/tutorials/text/image_captioning)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/text/image_captioning.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/tutorials/text/image_captioning.md)

#### Transformer model for language understanding

### Image Generation
### Image Optimization

#### Style Transfer

### GANs
#### DCGAN
#### Pix2Pix

### Auto Encoders
#### VAE

### Loading data
#### Load CSV data
#### Build an image input pipeline
#### Load text with tf.data
#### Use TFRecords and tf.Example
#### Unicode strings

### Distributed training
#### Distributed training
#### Distributed training with custom training loops
#### Multi worker training

## Guide

### Eager essentials
### Variables
### AutoGraph

### Keras
#### Keras overview  （Keras概述：构建模型，输入数据，训练，评估，回调，保存，分布）

> 最新版本：[https://www.mashangxue123.com/tensorflow/tf2-guide-keras-overview.html](https://www.mashangxue123.com/tensorflow/tf2-guide-keras-overview.html)
> 英文版本：[https://tensorflow.google.cn/beta/guide/keras/overview](https://tensorflow.google.cn/beta/guide/keras/overview)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/guide/keras/overview.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/guide/keras/overview.md)

#### Keras functional API （不用Sequential模型，TensorFlow中的Keras函数式API ）

> 最新版本：[https://www.mashangxue123.com/tensorflow/tf2-guide-keras-functional.html](https://www.mashangxue123.com/tensorflow/tf2-guide-keras-functional.html)
> 英文版本：[https://tensorflow.google.cn/beta/guide/keras/functional](https://tensorflow.google.cn/beta/guide/keras/functional)
> 翻译建议PR：[https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/guide/keras/functional.md](https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/guide/keras/functional.md)

#### Train and evaluate （使用TensorFlow Keras进行训练和评估）

最新版本：https://www.mashangxue123.com/tensorflow/tf2-guide-keras-training_and_evaluation.html 
英文版本：https://tensorflow.google.cn/beta/guide/keras/training_and_evaluation
翻译建议PR：https://github.com/mashangxue/tensorflow2-zh/edit/master/r2/guide/keras/training_and_evaluation.md

#### Write layers and models from scratch
#### Save and serialize models
#### Write custom callbacks

### Accelerators
#### Distribution strategy
#### Using GPU

### Data Loading
#### Performance

### Serialization
#### Checkpoints
#### Saved models

### Misc

#### Version Compatibility