Explore >> Select a destination


You are here

blog.evjang.com
| | iclr-blogposts.github.io
4.7 parsecs away

Travel
| | The product between the Hessian of a function and a vector, the Hessian-vector product (HVP), is a fundamental quantity to study the variation of a function. It is ubiquitous in traditional optimization and machine learning. However, the computation of HVPs is often considered prohibitive in the context of deep learning, driving practitioners to use proxy quantities to evaluate the loss geometry. Standard automatic differentiation theory predicts that the computational complexity of an HVP is of the same order of magnitude as the complexity of computing a gradient. The goal of this blog post is to provide a practical counterpart to this theoretical result, showing that modern automatic differentiation frameworks, JAX and PyTorch, allow for efficient computat...
| | sohl-dickstein.github.io
5.7 parsecs away

Travel
| | This blog is intended to be a place to share ideas and results that are too weird, incomplete, or off-topic to turn into an academic paper, but that I think may be important. Let me know what you think! Contact links to the left.
| | questionableengineering.com
5.7 parsecs away

Travel
| | John W Grun AbstractIn this paper, a manually implemented LeNet-5 convolutional NN with an Adam optimizer written in Numpy will be presented. This paper will also cover a description of the data use
| | vamzzz.com
12.5 parsecs away

Travel
| La Vie Parisienne (the Parisian life) was a French weekly magazine founded in Paris in 1863 and was published without interruption until 1970.