GitLab

Investigating the nontrivial overlap of the domination eigenspaces of the hessian of different local minimas.

Docker Images for use in developing Department of Computer Science web applications

PAC-Bayes with Backprop - Tighter risk certificates for neural networks

Winning Solution of the NeurIPS 2020 Competition on Predicting Generalization in Deep Learning

Optimization based PAC-Bayes bound with eigeninformations of minima hessian matrix.

Rotational Invariant BM4D Denoising Algorithm with Acceleration using GPUs

Code to change the blinking pattern of the tunable LED array -- Written in the Arduino language, which from what I can tell is a close descendent of Java. To achieve better functionality with the lights, we are using the Adafruit API library.

BM4D denoising algorithm implementation with CUDA

Experiments to see if removing the part of the gradient that lies in the dominating eigenspace for hessian can make the optimization result better off.

Measurements of Three-Level Hierarchical Structure in the Outliers in the Spectrum of Deepnet Hessians (ICML 2019)

Optimizing PAC-Bayes bounds for Stochastic Neural Networks with Gaussian weights