Using Resnet and Inception and other neural network to identify dog breads
Kaggle 120种狗分类比赛 Gluon实现代码
通过Gluon教程，边学边练。使用renset152_v1得到0.37900分数
reorg_dog_data设置相关路径并运行，整理数据集model中设置好预训练网络和输出网络Pre_Training_Data生成预训练数据train中调整参数并运行进行训练pretest生成结果csv文件，提交到kaggle在杨培文的代码中学到的，如果使用imagenet网络进行预训练，锁住特征层的话，那可以先把所有数据都都过一边特征层网络，这样在后面进行分类输出网络的训练时会省去很多时间和显存，并且在训练的时候可以把bs开到很大，而且在过特征层网络的时候，可以把bs设的小一点，而且不用反向传播，速度也不会太慢，这样就解决了在低配电脑上无法训练的问题。而且用最新版mxnet输出的特征数据非常小，70M左右，后面的分类层即使用cpu也能跑很顺畅
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
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TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
Django
The Web framework for perfectionists with deadlines.
Laravel
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
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Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
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Open source projects and samples from Microsoft.
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Google ❤️ Open Source for everyone.
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Alibaba Open Source for everyone
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Data-Driven Documents codes.
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China tencent open source team.