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README.md

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# tensorflow.js-classification-example
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# tensorflow.js-classification-example
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This is a client web application to demonstrate a simple deployment of a classification network using tensorflow.js
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<br />
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currently testing handwriting-number and photograpy possible
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## Demo
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you can online demo in [https://whwnsdlr1.github.io/tensorflow.js-classification-example](https://whwnsdlr1.github.io/tensorflow.js-classification-example).
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<br />
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or
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<br />
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install project as below
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```
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git clone https://github.com/whwnsdlr1/tensorflow.js-classification-example
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yarn install
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yarn run serve
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```
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and access to http://localhost:port/tensorflow.js-classification-example
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## Usage
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1. draw or upload image
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2. run !
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## Browser support - (tested)
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- Google Chrome 77+
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- Mozilla FireFox 68+
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## Project setup
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### Customize configuration
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See [Configuration Reference](https://cli.vuejs.org/config/).
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## Third-party libraries
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### Dependencies
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- vue: [https://github.com/vuejs/vue](https://github.com/vuejs/vue)
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- tfjs-examples: [https://github.com/tensorflow/tfjs-examples](https://github.com/tensorflow/tfjs-examples)
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- darknet: [https://pjreddie.com/darknet/](https://pjreddie.com/darknet/)
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- d3: [https://github.com/d3/d3](https://github.com/d3/d3)
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- d3-tip: [https://github.com/caged/d3-tip](https://github.com/arian/pngjs)
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- element-resize-event: [https://github.com/KyleAMathews/element-resize-event](https://github.com/KyleAMathews/element-resize-event)
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- vue-lodash: [https://github.com/Ewocker/vue-lodash](https://github.com/Ewocker/vue-lodash)
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- vue-toasted: [https://github.com/shakee93/vue-toasted](https://github.com/shakee93/vue-toasted)
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### Dev-Dependencies
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- @vue/cli-plugin-babel
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- @vue/cli-plugin-eslint
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- @vue/cli-service
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- babel-eslint
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- eslint
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- eslint-plugin-vue
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- sitemap-webpack-plugin
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- vue-template-compiler

frontend/README.md

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frontend/src/components/Main.vue

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<br />
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&nbsp;&nbsp;ML model은 블랙박스로 사용할 수 있지만 세밀한 튜닝을 위해서는 이해가 필요하다.
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특히 classification 문제의 경우 모델이 도대체 무엇을 보고 그런 결정을 판단하는지 확인 할 필요가 있다.
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이런 "visual explanations"을 producing하는 방법은 occlusion map, Guided-Backpropagation, CAM, Grad-CAM등이 있으며 Grad-CAM의 경우 구조변경과 재학습이 필요 없으며 판단을 내리기 위해 참고한 영역을 표현 할 수 있다.
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이런 "visual explanations"을 producing하는 방법은 occlusion map, Guided-Backpropagation, CAM, Grad-CAM등이 있고 Grad-CAM의 경우 구조변경과 재학습이 필요 없으며 판단을 내리기 위해 참고한 영역을 표현 할 수 있다.
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</p>
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</div>
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</div>

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