tichmangono / healthcare_ml

A curated list of ML|NLP resources for healthcare.

Machine Learning for Healthcare

This repository is meant to be an list of the all the relevant resources on applying machine learning to healthcare. If you see an article, repository, or other useful addition please make a pull request.

Introduction

Genomics

Precision Medicine/Drug Discovery

Medical Imaging

Papers

Dermatologist Level Skin Classification of skin cancer with deep neural networks

Blogs, blog posts, and reddit discussions

Luke Oakden Rayner's blog

Conferences and Workshops

Medical Imaging with deep learning MIDL

Medical Imaging meets NIPS

Medical Imaging Summer School 2014

Medical Image Computing and Computer Assisted Intervention

Machine Learning in Medical Imaging

SIM Conference on Machine Intelligence in Medical Imaging

Research Groups

Imperial University

Datasets

Code Repositories

Tools

DeepInfer

Other

Medical Image Analysis Network (UK)

Hospital Operations (i.e OR Utilization, Scheduling, Discharge planning...)

Signal processing, forecasting, and adverse event prediction

Papers

Analysing and Improving the Diagnosis of Ischaemic Heart Disease with Machine Learning NIH Article

Doctor AI: Predicting Clinical Events via Recurrent Neural Networks published in MLR

Cardiologist level classification of arrhythmia (Stanford)

Other and Multiple Categories

Conferences

Machine Learning for Medicine MIT Course

Machine Learning for Healthcare Conference

2017 ICML Healthcare Related Talks

Papers

Machine Learning for Medical Diagnosis (PSU article 2006)

Deep Learning for Healthcare Review, Opportunities, Challenges published Oxford Academic.

Companies

Companies are arranged alphabetical order.

Deep Genomics

Heartflow

Healthcare at Google