• Image Classification
  • VGG: Visual Geometry Group
  • 资源
• Semantic Segmentation
• Object Detection: 目标检测算法
  • YOLO: Real-Time Object Detection
    • 资源
  • SSD: Single Shot MultiBox Detector
    • 资源
• Pose Estimation
• Instance Segmentation

1 MXNET

亚马孙机器学习框架

MXNET_GLUON_REPO=https://apache-mxnet.s3.cn-north-1.amazonaws.com.cn/

MXNET_GLUON_REPO=https://apache-mxnet.s3.cn-north-1.amazonaws.com.cn/ jupyter notebook

Draft

RAWCODE

RAWCODE

RAWCODE

RAWCODE

1 References

1. https://www.khanacademy.org/math/multivariable-calculus/multivariable-derivatives/jacobian/v/the-jacobian-matrix
2. https://www.quora.com/What-is-the-Jacobian-how-does-it-work-and-what-is-an-intuitive-explanation-of-the-Jacobian-and-a-change-of-basis/answer/Mark-Eichenlaub
3. https://www.quora.com/What-is-the-Jacobian-how-does-it-work-and-what-is-an-intuitive-explanation-of-the-Jacobian-and-a-change-of-basis/answer/Nikhil-Panikkar
4. http://mini.eastday.com/mobile/181004122725427.html
5. https://zhuanlan.zhihu.com/p/39762179

1. https://gist.github.com/sbarratt/37356c46ad1350d4c30aefbd488a4faa
2. https://stackoverflow.com/questions/43451125/pytorch-what-are-the-gradient-arguments/47026836
3. https://discuss.pytorch.org/t/pytorch-most-efficient-jacobian-hessian-calculation/47417
4. https://discuss.pytorch.org/t/how-to-compute-jacobian-matrix-in-pytorch/14968