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。
查看代码
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

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
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
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