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dive-into-dl-pytorch icon dive-into-dl-pytorch

本项目将《动手学深度学习》(Dive into Deep Learning)原书中的MXNet实现改为PyTorch实现。

hybridmodel-covid-19-prediction icon hybridmodel-covid-19-prediction

To accurately predict the regional spread of COVID-19 infection, this study proposes a novel hybrid model which combines a Long short-term memory (LSTM) artificial recurrent neural network with dynamic behavioral models. Several factors and control strategies affect the virus spread, and the uncertainty arisen from confounding variables underlying the spread of the COVID-19 infection is substantial. The proposed model considers the effect of multiple factors to enhance the accuracy in predicting the number of cases and deaths across the top ten most-affected countries and Australia. The results show that the proposed model closely replicates test data. It not only provides accurate predictions but also estimates the daily behavior of the system under uncertainty. The hybrid model outperforms the LSTM model accounting for data limitation. The parameters of the hybrid models were optimized using a genetic algorithm for each country to improve the prediction power while considering regional properties. Since the proposed model can accurately predict COVID-19 spread under consideration of containment policies, is capable of being used for policy assessment, planning and decision-making.

medmnist icon medmnist

MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis

owr icon owr

Code and data for Paper - Towards Open World Recognition - CVPR 2015

petdementiapub icon petdementiapub

Source code to accompany "A Deep Learning Model to Predict a Diagnosis of Alzheimer’s Disease Using 18F-FDG PET of the Brain"

pyod icon pyod

A Python Toolbox for Scalable Outlier Detection (Anomaly Detection)

pytorch icon pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

pytorch-image-models icon pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more

siamese-triplet icon siamese-triplet

Siamese and triplet networks with online pair/triplet mining in PyTorch

tale icon tale

Transformer-based protein function Annotation with joint feature-Label Embedding

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