Projects

insightface model parallel

https://github.com/deepinsight/insightface/tree/master/recognition

How is model parallel training implemented?

Technique

Recipe for Training Neural Networks

https://karpathy.github.io/2019/04/25/recipe/

Different Kinds of Convolution Operations

Transposed Convolution

Transposed convolution is also known as fractionally strided convolution or Deconvolution. It is method for up-sampling.

Dilated Convolution

Reference: A guid to convolution arithmetic in deep learning; Deconvolution and Checkerboard Artifacts

Worth Knowing

computer vision

  • unprocessed RAW file, blog

About Discipline, Philosophy and Life-long Meaning

A Probabilistic View of Linear Regression

Technical blog.

A Probabilistic Interpretation of Regularization

Technical blog.

Lecture: from Classical Statistics to Modern Machine Learning

http://www.ipam.ucla.edu/abstract/?tid=15552&pcode=GLWS4

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