Healthcareai-py.readthedocs.io

Working With Other Databases

WEBWorking With Other Databases Background. MSSQL is widely used across healthcare, and this is true for a large portion of our users. While our initial focus has been on making MSSQL connections robust, healthcare.ai can read and write to other databases by leveraging the excellent pandas and sqlalchemy libraries.. Below are snippets of code to …

Actived: 9 days ago

URL: https://healthcareai-py.readthedocs.io/en/stable/databases/

Training, Comparing and Saving Models

WEBStep 2: Set up a Trainer. The SupervisedModelTrainer class helps you train models. It cleans and prepares the data before model creation. It also assignes parameters specific to the type of model you eventually want (regression or classification). To set up a trainer you'll need these arguments:

Category:  Health Go Health

Making Predictions and Deploying Models

WEBStep 3: Make some predictions. Please note that healthcare.ai can provide lots of different outputs formats for predictions. To find out more, please read the predictions docs. If you are working on a Health Catalyst EDW, please …

Category:  Health Go Health

Profiling Your Data

WEBHere we see a few patients (id 1 & 2) have been inpatients for a few days and have had CBC labs done. However if we look at patients 3-5 we see that they have not been admits as long and are missing some labs.

Category:  Health Go Health

Choosing a Prediction Output Type

WEBChoosing a Prediction Output Type. Healthcareai provides a few options when you want to get predictions from a trained model. Specifically these predictions come from an instance of TrainedSupervisedModel.

Category:  Health Go Health

Architecture Overview For Developers

WEBArchitecture Overview For Developers. This toolset can be used by three main types of users, in order of increasing sophistication. Core Classes

Category:  Health Go Health

Health Catalyst EDW Instructions

WEBHealth Catalyst EDW Instructions. Many of our users operate on and in the Health Catalyst ecosystem, that is heavily based on MSSQL. This document outlines ways to use healthcare.ai in these settings beyond what is in the getting started docs.. Preparing Your SAM

Category:  Health Go Health

Compiling Python Files To An Executable

WEBCompiling Python files to an exe Python 3.6 Note. Please note that as of 2017-03-31 this process will not work if the machine is running Python 3.6.

Category:  Health Go Health