{"repo":"evenchange4/nextjs-tfjs-cnn","free":true,"listed":false,"github":"https://github.com/evenchange4/nextjs-tfjs-cnn","clone":"git clone https://github.com/evenchange4/nextjs-tfjs-cnn.git","description":"🐕 🐈 Classifier using Keras VGG16 transfer learning with kaggle dataset.","language":"Jupyter Notebook","stars":14,"topics":["vgg16","tensorflow-js","nextjs","react","keras","notebook-jupyter","transfer-learning"],"license":"MIT","category":"machine-learning","readme_excerpt":"Next.js Tensorflow.js CNN 🐕 🐈 Classifier using Keras VGG16 transfer learning with kaggle dogs vs. cats dataset. Further reading: 中文 Inference on the Browser with Tensorflow JS Input data type Task type Model type Training Inference Save-load operations Image Multiclass classification (transfer learning) Convolutional neural network Python Browser Export trained model from Keras and load it in browser Training Use Jupyter Notebook to save Keras models as HDF5 file to ./python/output/model.h5 Convert to model of Tensorflow.js Use tfjs-converter to convert the model format via docker image under ./python/output/model-tfjs/ : Python 3.6.8 Tensorflowjs 1.2.6 keras 2.2.4-tf tensorflow 1.14.0 Client side Install Develop - node 12.10.0 - yarn 1.17.3 Deploy Any commits pushed to master branch. Changelog Test --- CONTRIBUTING - ⇄ Pull requests and ★ Stars are always welcome. - For bugs and feature requests, please create an issue. - Pull requests must be accompanied by passing automated tests ( $ yarn run test ). CHANGELOG LICENSE Reference - Keras CNN Dog or Cat Classification - VGG16-with-TensorflowJs - TensorFlow.JS — Using JavaScript Web Worker to Run ML Predict Function - AI 如何找出你的喵 - TensorFlow.js Example: MNIST CNN Transfer Learning Demo - TensorFlow.js - Explore tensor operations through VGG16 preprocessing - Classifying images using Keras MobileNet and TensorFlow.js in Google Chrome - Building a blood cell classification model using Keras and tfjs - Keras 框架中的 epoch、bacth、ba","default_branch":null,"files":null,"tree":[],"storefront":"/r/evenchange4","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/evenchange4/nextjs-tfjs-cnn/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}