Image classification-面向程序员的深度学习实战课程(2019)(PyTorch/fastai)

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  • yjweny1994:https://github.com/yjweny1/pictureRecDemo 准备按照课程一个一个做,顺带做个中文教程,欢迎小伙伴一起加入。 个人QQ:827038228
  • fearsky:Timestamps: 00:00 - 12:25 Introduction to Jupyter, Jeremy's background, world class applications after 7 weeks, false statements. 12:25 - 17:55 Jumping into the Jupyter notebook. 17:55 - 48:30 Oxford-IIT Pet Dataset, untar_data, get_image_files & regex, ImageDataBunch, image size, normalising images, inspecting data, downloading weights and validation sets. 48:30 - 1:05:50 Success stories about alumni & fast.ai. 1:05:50 - 1:14:45 Why resnet, saving a model, ****ysing results with a) top_losses, b) confusion_matrix & c) most_confused. 1:14:45 - 1:38:15 Finetuning with unfreezing, visualising CNN layers, learning rate, lr_find, max_lr, loading models, different kinds of datasets, fast.ai docs practical examples available as Jupyter notebooks. 1:38:15 - 1:40:11 More examples of interesting stuff that can be done. 转zi Youtube
  • 炮姐俺の:fastai是最好的深度学习课程 ——https://zhuanlan.zhihu.com/p/55773724
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