Inspiration
New COVID-19 cases are increasing every day in several countries including China, US, Iran, Italy, France and Canada. Many platforms have been proposed but they provide essentially current and new cases of COVID-19. However, they do not take into account the prediction of new cases and the visualization of COVID-19 impact over the world (deaths, businesses, economy).
What it does
COVID-INSIGHT is a large-scale and real-time analytic platform based on GCP that helps hospitals/NGOs in predicting new COVID-19 cases and visualizing COVID-19 impact in the next seconds, minutes, hours, days, months, and years per region/country. The platform is able to :
- ingest COVID-19 case datasets (https://github.com/CSSEGISandData/COVID-19), COVID-19 X-ray datasets (https://github.com/ieee8023/covid-chestxray-dataset) and datasets of other virus related to COVID-19. It leverages Cloud Pub/Sub and Cloud Storage to consume and load files into GCP buckets.
- preprocess data using Cloud Dataprep, BigQuery and Cloud Data Flow.
- predict new COVID-19 cases using the GCP AI platform. It uses a multimodal deep learning (DNN, DCN, DRN) and epidemic models (e.g. SRI, ARIMA).
- visualize COVID-19 prediction and impact in the next seconds, minutes, hours, days, months, and years per region/country.
How I built it
I am working on and I am looking for motived people to work with me in order to make it possible.
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