Demonstrações
Veja exemplos e demonstrações interativas criados com o TensorFlow.js.
![](https://www.tensorflow.org/static/site-assets/images/marketing/cards/tile_holobooth_flutter_demo.gif?authuser=19&hl=pt-br)
Viaje para uma praia tropical, o espaço sideral ou qualquer outro lugar com o poder do ML para a Web.
![](https://www.tensorflow.org/static/site-assets/images/marketing/cards/tile_lip_sync_demo.jpg?authuser=19&hl=pt-br)
Veja como está sua sincronização no lip sync do sucesso "Dance Monkey." Essa experiência no navegador usa o modelo Facemesh para estimar os pontos principais em volta dos lábios e medir a precisão do lip sync.
![](https://www.tensorflow.org/static/site-assets/images/marketing/cards/tile_emoji.jpg?authuser=19&hl=pt-br)
Use a câmera do dispositivo para identificar emojis no mundo real. Você consegue encontrar todos os emojis antes que o tempo acabe?
![](https://www.tensorflow.org/static/site-assets/images/marketing/cards/tile_webcam.jpg?authuser=19&hl=pt-br)
Use imagens treinadas no navegador para jogar Pac-Man.
![](https://www.tensorflow.org/static/site-assets/images/marketing/cards/tile_teachable.jpg?authuser=19&hl=pt-br)
Nenhuma programação necessária Ensine uma máquina a reconhecer imagens e a tocar sons.
![](https://www.tensorflow.org/static/site-assets/images/marketing/cards/tile_move_mirror_demo.jpg?authuser=19&hl=pt-br)
Descubra imagens de uma maneira divertida: você só precisa se movimentar.
![](https://www.tensorflow.org/static/site-assets/images/marketing/cards/tile_piano.jpg?authuser=19&hl=pt-br)
Assista a uma apresentação de piano em tempo real de uma rede neural.
![](https://www.tensorflow.org/static/site-assets/images/marketing/cards/tile_pitch.jpg?authuser=19&hl=pt-br)
Treine um modelo hospedado no servidor para classificar tipos de arremessos de beisebol com o Node.js.
![](https://www.tensorflow.org/static/site-assets/images/marketing/cards/tile_visualize_model_training_demo.png?authuser=19&hl=pt-br)
Veja como visualizar treinamento no navegador e comportamento e treinamento de modelos com o tfjs-vis.
Demonstrações da comunidade
Comece com modelos oficiais e veja as principais recomendações da comunidade para inspiração.
Confira os Glitches da comunidade e crie seus próprios projetos com a tecnologia do TensorFlow.js.
Veja o que a comunidade criou e enviou para a página da galeria do TensorFlow.js.
Conheça as últimas novidades sobre novos projetos criados com o TensorFlow.js e compartilhe os seus com a hashtag.
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 | Texto | Sequence-to-sequence | RNN: SimpleRNN, GRU and LSTM | Browser | Browser | Layers | View Demo |
addition-rnn-webworker | Texto | 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 | horizontal_rule | Aprendizado por reforço | Policy gradient | Browser | Browser | Layers | View Demo |
chrome-extension | Image | (Deploying TF.js in Chrome extension) | Convolutional neural network | horizontal_rule | Browser | horizontal_rule | No demo |
custom-layer | horizontal_rule | (Defining a custom Layer subtype) | horizontal_rule | horizontal_rule | Browser | Layers | View Demo |
data-csv | horizontal_rule | Building a tf.data.Dataset from a remote CSV | horizontal_rule | horizontal_rule | horizontal_rule | horizontal_rule | View Demo |
data-generator | horizontal_rule | Building a tf.data.Dataset using a generator | Regression | Browser | Browser | Layers | View Demo |
date-conversion-attention | Texto | 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 | horizontal_rule | Node.js | horizontal_rule | No demo |
fashion-mnist-vae | Image | Generativa | Variational autoencoder | Node.js | Browser | Layers | No demo |
interactive-visualizers | Image | Multiclass classification, object detection, segmentation | horizontal_rule | horizontal_rule | Browser | horizontal_rule | 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 | Texto | 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 | horizontal_rule | 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 | Texto | Sequence-to-binary-prediction | LSTM, 1D ConvNet | Node.js | Node.js or Python | Layers | View Demo |
simple-object-detection | Image | Detecção de objetos | Convolutional neural network (transfer learning) | Node.js | Browser | Layers | View Demo |
snake-dqn | horizontal_rule | Detecção de objetos | Deep Q-Network | Node.js | Browser | Layers | View Demo |
translation | Texto | Sequence-to-sequence | LSTM encoder and decoder | Node.js or Python | Browser | Layers | View Demo |
tsne-mnist-canvas | horizontal_rule | 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 |