D3-AI/Cardea


An open source automl library for using machine learning in healthcare.

License: MIT

Language: Python


“Cardea”

Cardea is a machine learning library built on top of FHIR schema.

An open source project from Data to AI Lab at MIT

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Cardea

This library is under development. Please contact dai-lab@mit.edu or any of the contributors for more information. We will announce our first release soon.

Cardea is a machine learning library built on top of the FHIR data schema. The library uses a number of automl tools developed under "The Human Data Interaction Project" at Data to AI lab at MIT. Our goal is to provide an easy to use library to develop machine learning models from electronic health records. A typical usage of this library will involve:

  • Installing the library available via pypi
  • Integrating their data in FHIR schema (whatever subset of data is available)
  • Following the API develop some pre specified prediction models (or specify new ones using our API) The model building process is parameterized but automatically does:
    • data cleaning, auditing
    • preprocessing
    • feature engineering
    • machine learning model search and tuning
    • model evaluation
    • model auditing
  • Testing the models using our API
  • Preparing and deploying the models

License

  • Free software: MIT license

Documentation

Project Statistics

Sourcerank 6
Repository Size 8.29 MB
Stars 7
Forks 1
Watchers 5
Open issues 3
Dependencies 8
Contributors 7
Tags 1
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sarahmish ShahadThobaiti bryanfarris Hector Najatabd Kalyan Veeramachaneni Carles Sala

Packages Referencing this Repo

cardea
Cardea
Latest release 0.1.0 - Updated - 7 stars

Recent Tags See all

v0.0.1 September 19, 2018

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