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lenet-5

PyTorch implementation of LeNet-5 with live visualization

liblbfgs

libLBFGS: a library of Limited-memory Broyden-Fletcher-Goldfarb-Shanno (L-BFGS)

lsoftmax-pytorch

The Pytorch Implementation of L-Softmax

lstm-gcn-traffic

Code for the thesis of 'Applicability of Graph Convolutional Networks for Traffic Congestion Prediction' at KU Leuven.

machine-learning-for-trading

Code for Machine Learning for Algorithmic Trading, 2nd edition.

mixture-density-network

Mixture density network implemented in PyTorch.

modeling-pv-power-on-6yrs-spatiotemporal-data

Forecasting the output power of photovoltaic (PV) arrays using 3 & 6 years of weather and PV output power data using both machine & deep learning

ms-gat

Learning Multiaspect Traffic Couplings by Multirelational Graph Attention Networks for Traffic Prediction

ngsim-extract-vehicle-data

ngsim-forecasting-with-lstm

ngsim-tools

This repository collects a set of tools for extracting, visualizing, and simulating Next Generation Simulation (NGSIM) dataset. The tools are originally developed by Stanford Intelligent Systems Laboratory.

ngsim-us-101-trajectory-dataset-smoothing

smoothing the NGSIM US-101 trajectory dataset using Savitzky-Golay Filter

ngsim_flexible_testbed

A testbed for the digital twin with autonomous driving controller/algorithms based on NGSIM dataset

ngsim_imitation

Generative adversarial imitation learning on NGSIM I-80 Dataset.

nlp-loss-pytorch

Implementation of some unbalanced loss like focal_loss, dice_loss, DSC Loss, GHM Loss et.al

nnpostprocess

Statistical Postprocessing of Local Numerical Weather Prediction Model Forecasts using Deep Learning

numpy-ml

Machine learning, in numpy

photocatalytic-material-searching

A matlab code for searching photocatalytic materials of mp_index.

pinf_smoke

The pytorch implementation of the paper, "Physics Informed Neural Fields for Smoke Reconstruction with Sparse Data" (SIGGRAPH 2022 https://people.mpi-inf.mpg.de/~mchu/projects/PI-NeRF/), from M. Chu, L. Liu, Q. Zheng, E. Franz, H.P. Seidel, C. Theobalt, R. Zayer.

pinns

pythonrobotics

Python sample codes for robotics algorithms.

pytorch-cifar100

Practice on cifar100(ResNet, DenseNet, VGG, GoogleNet, InceptionV3, InceptionV4, Inception-ResNetv2, Xception, Resnet In Resnet, ResNext,ShuffleNet, ShuffleNetv2, MobileNet, MobileNetv2, SqueezeNet, NasNet, Residual Attention Network, SENet, WideResNet)

pytorch-mdn

Mixture Density Networks for PyTorch

pytorch-seq2seq

Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.

reconstruction-ngsim-trajectory-with-dmd-and-res_unet_plus

This contains the model and data for reconstructing NGSIM dataset

reconstruction_pxw

A deep learning method based on patchwise training for reconstructing temperature field

rrb

Official implementation of "Injecting Knowledge in Data-driven Vehicle Trajectory Predictors", Published in Transportation research part C.

sensor-fusion

Kalman filters (KF, EKF, UKF), LIDAR object detection

sit_trajectoryprediction

Trajectory prediction on the NGSIM dataset.

solar_weather_forecast

Solar flares forecast using deep learning.