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RobinX's Projects

2019-ncov-japan icon 2019-ncov-japan

🦠 Interactive dashboard for real-time recording of COVID-19 outbreak in Japan

covid-19 icon covid-19

Novel Coronavirus (COVID-19) Cases, provided by JHU CSSE

covid-19-data icon covid-19-data

Data on COVID-19 (coronavirus) cases, deaths, hospitalizations, tests • All countries • Updated daily by Our World in Data

covid-19-deep-learning-cnn-model icon covid-19-deep-learning-cnn-model

Here, I created my own deep learning(CNN) model for early detection of COVID-19 from chest x-ray images. If we were to answer the question that why we need a deep learning model for early detection of COVID-19 from chest x-ray images, we can say the followings, doctors have seen that even if the test kits desined for diagnosis results in negative, the real results are positive for some patients when they review the chest X-ray images. For now the public dataset contains less amount of data which you can see in the dataset2 folder. We get this dataset from open-source https://github.com/ieee8023/covid-chestxray-dataset, but for sure it is not enough to train a proper deep learning model. But just to show that how easy it is to create an AI for the early detection of these kind of viruses. Just keep in mind that this cannot be used for diagnosis without training many more images in high-resolution and professinal medical tests. There you go! Let's work together to fight against COVID-19. As a tool, I used Keras with Tensorflow background, and the model can be improved by addig more convolution and pooling layers, and increasing the number of feature detectors'. Don't forget to upvote. Best Regards.

covid-19-hospitalisierungen_in_deutschland icon covid-19-hospitalisierungen_in_deutschland

Im Datensatz 'COVID-19-Hospitalisierungen' werden die aktuellen Zahlen der nach den Vorgaben des Infektionsschutzgesetzes - IfSG - erfassten hospitalisierten COVID-19-Fälle bereitgestellt. Um den Trend der Anzahl von Hospitalisierungen und der 7-Tage-Hospitalisierungsinzidenz besser bewerten zu können, wird die berichtete Hospitalisierungsinziden

covid19-agent-based-model icon covid19-agent-based-model

This repository contains the Python implementation of the agent-based model used to model the spread of COVID-19.

diffeqpy icon diffeqpy

Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization

dinn icon dinn

Disease Informed Neural Networks (DINNs) — neural networks capable of learning how diseases spread, forecasting their progression, and finding their unique parameters (e.g. death rate).

dl-covid-19 icon dl-covid-19

Mobility changes in response to COVID-19, provided by Descartes Labs

dxy-covid-19-data icon dxy-covid-19-data

2019新型冠状病毒疫情时间序列数据仓库 | COVID-19/2019-nCoV Infection Time Series Data Warehouse

einns icon einns

Epidemiologically-Informed Neural Networks

epignn icon epignn

[ECML-PKDD2022] EpiGNN: Exploring Spatial Transmission with Graph Neural Network for Regional Epidemic Forecasting

intro_dgm icon intro_dgm

An Introduction to Deep Generative Modeling: Examples

mapv icon mapv

a library of geography visualization-地理信息可视化库

mepognn icon mepognn

[ECMLPKDD22] MepoGNN: Metapopulation Epidemic Forecasting with Graph Neural Networks

ml2021-spring icon ml2021-spring

**Official** 李宏毅 (Hung-yi Lee) 機器學習 Machine Learning 2021 Spring

msdap_notebooks icon msdap_notebooks

Contains the notebooks with tutorials for the Modern Statistical Data Analysis course WiSe2021

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