演示

查看使用 TensorFlow.js 构建的示例和在线演示。

Holobooth

借助 Web 机器学习的强大功能，将自己置身于热带海滩、外太空和其他背景中。

探索演示 查看代码

LipSync by YouTube

查看您与流行歌曲《Dance Monkey》的歌词同步程度。此浏览器体验使用 Facemesh 模型估算嘴唇周围的关键点，并对口型同步的准确性打分。

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Emoji Scavenger Hunt

使用手机摄像头识别现实世界中的表情符号。您能在时间结束前找到所有的表情符号吗？

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网络摄像头控制器

在浏览器中使用训练过的图像玩《吃豆人》游戏。

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会学习的机器

无需编码！教机器识别图像和播放声音。

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Move Mirror

只需四处走动，就能以有趣的新方式探索照片。

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性能 RNN

欣赏神经网络的现场钢琴演奏。

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Node.js 音高预测

使用 Node.js 训练一个服务器端模型以对棒球投掷类型进行分类。

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可视化模型训练

了解如何使用 tfjs-vis 可视化浏览器内训练过程以及模型的行为和训练过程。

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社区演示

开始使用官方模板，并探索社区的热门精选以寻求灵感。

Glitch

访问 Glitch 社区，构建自己的由 TensorFlow.js 强力驱动的项目。

探索 Glitch

CodePen

创建样板模板分支并检出社区中的有用示例。

探索 CodePen

GitHub Community Projects

查看由社区创作并提交到 TensorFlow.js 图库页面的内容。

探索 GitHub

#MadewithTFJS on Twitter

了解使用 TensorFlow.js 创建的新项目的最新动态，并使用 # 标签分享您自己的项目！

探索 Twitter

Browser Node.js Python Browser Node.js Image Numeric Sequence 文本 Convolutional neural network Long short-term memory Multilayer perceptron Recurrent neural network Shallow neural network Attention mechanism Deep Q-Network Gated recurrent unit Generative adversarial network Policy gradient t-Distributed stochastic neighbor embedding Variational autoencoder Core (Ops) Layers

Has demo

Example	Input data type	Task type	Model type	Training environment	Inference environment	API type	Demo
abalone-node	Numeric	Loading data from local file and training in Node.js	Multilayer perceptron	Node.js	Node.js	Layers	No demo
addition-rnn	文本	Sequence-to-sequence	RNN: SimpleRNN, GRU and LSTM	Browser	Browser	Layers	View Demo
addition-rnn-webworker	文本	Sequence-to-sequence	RNN: SimpleRNN, GRU and LSTM	Browser: Web Worker	Browser: Web Worker	Layers	No demo
angular-predictive-prefetching	Numeric	Multiclass predictor	Deep Neural Network	Browser: Service Worker	Browser: Service Worker	Layers	No demo
baseball-node	Numeric	Multiclass classification	Multilayer perceptron	Node.js	Node.js	Layers	No demo
boston-housing	Numeric	Regression	Multilayer perceptron	Browser	Browser	Layers	View Demo
cart-pole		强化学习	Policy gradient	Browser	Browser	Layers	View Demo
chrome-extension	Image	(Deploying TF.js in Chrome extension)	Convolutional neural network		Browser		No demo
custom-layer		(Defining a custom Layer subtype)			Browser	Layers	View Demo
data-csv		Building a tf.data.Dataset from a remote CSV					View Demo
data-generator		Building a tf.data.Dataset using a generator	Regression	Browser	Browser	Layers	View Demo
date-conversion-attention	文本	Text-to-text conversion	Attention mechanism, RNN	Node.js	Browser and Node.js	Layers	View Demo
electron	Image	(Deploying TF.js in Electron-based desktop apps)	Convolutional neural network		Node.js		No demo
fashion-mnist-vae	Image	生成式	Variational autoencoder	Node.js	Browser	Layers	No demo
interactive-visualizers	Image	Multiclass classification, object detection, segmentation			Browser		No demo
iris	Numeric	Multiclass classification	Multilayer perceptron	Browser	Browser	Layers	View Demo
iris-fitDataset	Sequence-to-sequence	Multiclass classification	Multilayer perceptron	Browser	Browser	Layers	View Demo
jena-weather	文本	Sequence-to-prediction	MLP and RNNs	Browser and Node.js	Browser	Layers	View Demo
lstm-text-generation	Image	Sequence-to-prediction	RNN: LSTM	Browser	Browser	Layers	View Demo
mnist	Image	Multiclass classification	Convolutional neural network	Browser	Browser	Layers	View Demo
mnist-acgan	Image	Generative adversarial network	Convolutional neural network; GAN	Node.js	Browser	Layers	View Demo
mnist-core	Image	Multiclass classification	Convolutional neural network	Browser	Browser	Core (Ops)	View Demo
mnist-node	Image	Multiclass classification	Convolutional neural network	Node.js	Node.js	Layers	No demo
mnist-transfer-cnn	Image	Multiclass classification (transfer learning)	Convolutional neural network	Browser	Browser	Layers	No demo
mobilenet	Image	Multiclass classification	Convolutional neural network		Browser	Layers	View Demo
polynomial-regression	Numeric	Regression	Shallow neural network	Browser	Browser	Layers	View Demo
polynomial-regression-core	Numeric	Regression	Shallow neural network	Browser	Browser	Core (Ops)	View Demo
quantization	Various	Demonstrates the effect of post-training weight quantization	Various	Node.js	Node.js	Layers	No demo
sentiment	文本	Sequence-to-binary-prediction	LSTM, 1D ConvNet	Node.js	Node.js or Python	Layers	View Demo
simple-object-detection	Image	对象检测	Convolutional neural network (transfer learning)	Node.js	Browser	Layers	View Demo
snake-dqn		对象检测	Deep Q-Network	Node.js	Browser	Layers	View Demo
translation	文本	Sequence-to-sequence	LSTM encoder and decoder	Node.js or Python	Browser	Layers	View Demo
tsne-mnist-canvas		Dimension reduction and data visualization	tSNE	Browser	Browser	Core (Ops)	No demo
webcam-transfer-learning	Image	Multiclass classification (transfer learning)	Convolutional neural network	Browser	Browser	Layers	View Demo
website-phishing	Numeric	Binary classification	Multilayer perceptron	Browser	Browser	Layers	View Demo

Learn how to use and contribute

开始使用 TensorFlow.js

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