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teamubuntu's Projects

clicr icon clicr

Machine reading comprehension on clinical case reports

deepehr icon deepehr

Chronic Disease Prediction Using Medical Notes

deepreg icon deepreg

Medical image registration using deep learning

disease-info icon disease-info

Repo for disease info; a health information data scrapper. Raw data from the scrapper's API is displayed in JSON -

disease_scraper icon disease_scraper

It is used to scrape the website malacards for diseases and their symptoms.

doc-assist-bot icon doc-assist-bot

A disease prediction model that predicts the disease from the symptoms

ecg-mit-bih icon ecg-mit-bih

ECG classification using MIT-BIH data, a deep CNN learning implementation of Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network, https://www.nature.com/articles/s41591-018-0268-3 and also deploy the trained model to a web app using Flask, introduced at

epimodel icon epimodel

Mathematical Modeling of Infectious Disease Dynamics

gossis icon gossis

Extracting consistent concepts from multiple databases

heart-disease-prediction icon heart-disease-prediction

The project involves training a machine learning model (K Neighbors Classifier) to predict whether someone is suffering from a heart disease with 87% accuracy.

heart-disease-prediction-1 icon heart-disease-prediction-1

Various classification algorithms are implemented to predict whether a person is prone to or is suffering from heart disease

hetionet icon hetionet

Hetionet: an integrative network of disease

mimic3-benchmarks icon mimic3-benchmarks

Python suite to construct benchmark machine learning datasets from the MIMIC-III clinical database.

nni icon nni

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

pathogentransmissionontology icon pathogentransmissionontology

The Pathogen Transmission Ontology describes the tranmission methods of human disease pathogens describing how a pathogen is transmitted from one host, reservoir, or source to another host. The pathogen transmission may occur either directly or indirectly and may involve animate vectors or inanimate vehicles. The Pathogen Transmission Ontology is available under CC0 license (https://creativecommons.org/publicdomain/zero/1.0/).

pytorch-flask-deploy-webapp icon pytorch-flask-deploy-webapp

This is a Flask + Docker deployment of the PyTorch-based Named Entity Recognition (NER) Model (BiLSTM-CRF) in the Medical AI.

realworld icon realworld

"The mother of all demo apps" โ€” Exemplary fullstack Medium.com clone powered by React, Angular, Node, Django, and many more ๐Ÿ…

scisumm-corpus icon scisumm-corpus

Scientific Document Summarization Corpus and Annotations from the WING NUS group.

symptom-disease icon symptom-disease

Finds out symptoms similar to a given symptom, from a symptom-disease data set.

symptomontology icon symptomontology

The symptom ontology was designed around the guiding concept of a symptom being: โ€œA perceived change in function, sensation or appearance reported by a patient indicative of a diseaseโ€. Understanding the close relationship of Signs and Symptoms, where Signs are the objective observation of an illness, the Symptom Ontology will work to broaden itโ€™s scope to capture and document in a more robust manor these two sets of terms. Understanding that at times, the same term may be both a Sign and a Symptom. The Symptom Ontology is available under CC0 license (https://creativecommons.org/publicdomain/zero/1.0/).

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