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awesome-longtailed-recognition

awesome-neural-ode

A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.

data-driven-power-flow-linearization

This code studies a linearized PF model through a data-driven approach.

decision-rules-network

This repository contains the source code of the paper "Learning Accurate and Interpretable Decision Rule Sets from Neural Networks".

deep-learning-uncertainty

Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

deep-reinforcement-learning-algorithms-with-pytorch

PyTorch implementations of deep reinforcement learning algorithms and environments

machinelearning

Machine learning algorithms implemented by pure numpy

mapdn

This repository is for an open-source environment for multi-agent active voltage control on power distribution networks (MAPDN).

particle-swarm-optimization

Marini, F., & Walczak, B. (2015). Particle swarm optimization (PSO). A tutorial. Chemometrics and Intelligent Laboratory Systems, 149, 153–165. doi:10.1016/j.chemolab.2015.08.020

pytorch-classification-uncertainty

This repo contains a PyTorch implementation of the paper: "Evidential Deep Learning to Quantify Classification Uncertainty"

rl-algorithms-by-pytorch

Clean and robust implementations of Reinforcement Learning algorithms by Pytorch

robustness_metrics

soe

This is the Matlab code for the Switch Opening and Exchange (SOE) method used in paper "Switch Opening and Exchange Method for Stochastic Distribution Network Reconfiguration" that has been accepted by and will be published in IEEE Transactions on Smart Grid.

tyxe

ukf

Implementation of an Unscented Kalman Filter with PyTorch.