What can you do in healthcare with machine learning?

Start-ups

• behold.ai: State-of-the-art artificial intelligence technology to help radiologists make better medical decisions
• enlitic: Enlitic applies the state of the art in deep learning technology to medicine
  • make medical diagnostics based on medical images, doctor notes, structured lab tests, etc
• ginger.io: Take control of depression and anxiety, right from your pocket
  • predictive model
• wellframe: Connecting People. Amplifying Care.
  • infrastructure for mobile-enabled care management platform
• medaware: Eliminating prescription errors.
  • risk management based on Electronic Medical Records (EMRs)
• lumiata: AI-powered Analytics for Risk-Bearing Organizations
  • predictive analytics

Kaggle competitions

image processing

• Ultrasound Nerve Segmentation: Identify nerve structures in ultrasound images of the neck
• Diabetic Retinopathy Detection: Identify signs of diabetic retinopathy in eye images
• MLSP 2014 Schizophrenia Classification Challenge: Diagnose schizophrenia using multimodal features from MRI scans
• Second Annual Data Science Bowl: Transforming How We Diagnose Heart Disease
• CONNECTOMICS: Reconstruct the wiring between neurons from fluorescence imaging of neural activity

natural language processing + text mining

• Heritage Health Prize: Identify patients who will be admitted to a hospital within the next year using historical claims data
• Practice Fusion Diabetes Classification: Identify patients diagnosed with Type 2 Diabetes
• Practice Fusion Analyze This! 2012 - Prediction Challenge: Start digging into electronic health records and submit your ideas for the most promising, impactful or interesting predictive modeling competitions
• Practice Fusion Analyze This! 2012 - Open Challenge: Start digging into electronic health records and submit your creative, insightful, and visually striking analyses
• Predict HIV Progression: This contest requires competitors to predict the likelihood that an HIV patient’s infection will become less severe, given a small dataset and limited clinical information
• Prudential Life Insurance Assessment: Can you make buying life insurance easier?
• Cervical Cancer Screening: Help prevent cervical cancer by identifying at-risk populations

signal processing

• American Epilepsy Society Seizure Prediction Challenge: Predict seizures in intracranial EEG recordings
• Grasp-and-Lift EEG Detection: Identify hand motions from EEG recordings
• UPenn and Mayo Clinic’s Seizure Detection Challenge: Detect seizures in intracranial EEG recordings
• DecMeg2014 - Decoding the Human Brain: Predict visual stimuli from MEG recordings of human brain activity
• Predicting Parkinson’s Disease Progression with Smartphone Data: Can we objectively measure the symptoms of Parkinson’s disease with a smartphone? We have the data to find out!

others

• GE Hospital Quest: Think it’s possible to make hospital visits hassle-free? GE does.
• Merck Molecular Activity Challenge: Help develop safe and effective medicines by predicting molecular activity
• West Nile Virus Prediction: Predict West Nile virus in mosquitos across the city of Chicago
• Predicting a Biological Response: Predict a biological response of molecules from their chemical properties
• Flu Forecasting: Predict when, where and how strong the flu will be
• Prescription Volume Prediction: Predict future prescription volume