diff --git a/.nojekyll b/.nojekyll index 8959d4d..c010f9a 100644 --- a/.nojekyll +++ b/.nojekyll @@ -1 +1 @@ -abbaed0d \ No newline at end of file +41c61c36 \ No newline at end of file diff --git a/about.html b/about.html index c7d5935..36e7544 100644 --- a/about.html +++ b/about.html @@ -106,7 +106,7 @@
Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-We store all features in a Microsoft SQL database, and for now have focused on the design of the feature generation pipeline. We have not (yet) implemented separate approaches for realtime time serving (for predictions) and batch serving (for training). As our data volumes and user base grow, we will review this decision.
We chose MSSQL to ensure access to the database for the widest possible community within the NHS.
-The feature pipeline is managed by the Data Forge repository.
+The feature pipeline is managed by the Data Forge repository.
The key components of this include:
pipeline.json
). The are regenerated hourly as per the trigger.json
configuration.
+See bloodpressure.py that generates a feature for both the latest, and the average blood pressure (where the 24 hour aggregation window is defined in pipeline.json
). The are regenerated hourly as per the trigger.json
configuration.
120/70
into integers for systolic and diastolic pressures,
+See bloodpressure/job.py that fetches the source data, splits the text representation 120/70
into integers for systolic and diastolic pressures,
Each feature is keyed on an identifier for the hospital visit, and the horizon_datetime
is the timestamp derived from the trigger against which all these features are anchored.
Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
- +Built for the NHS | 2022-2023
- +Built for the NHS | 2022-2023
- +Built for the NHS | 2022-2023
-./docs/notebooks/
. Please ensure the first cell in the notebook contains the YAML metadata for the author, title, and categories../docs/faq/
Both will be automatically indexed when the site is deployed. The documentation is deployed using Quarto, and the documentation is built from the ./docs/
directory. Please fork or clone .
Both will be automatically indexed when the site is deployed. The documentation is deployed using Quarto, and the documentation is built from the ./docs/
directory. Please fork or clone .
You will need to have
Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
- +Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
- +Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
- +Repositories:
Model-Seedling - starting point for a new Data Science project
Dash-Seedling - used for creating Dash web apps
Model-Seedling - starting point for a new Data Science project
Dash-Seedling - used for creating Dash web apps
AzureTRE-Deployment - FlowEHR Azure TRE deployment, linking the AzureTRE with flowEHR and custom data sources
Azure-Bootstrap - Utility for bootstrapping common Azure resources needed to store Terraform state, containers and configure build agents, used in CI.
FlowEHR-Data-Pot - fork or clone this repo. Example data pipeline.
FlowEHR - this a template repo so you create your own repo from the template and customise it to your institution.
Powershell-Scripts - allows VM Customisations of windows VMs
Data source deployments - can use Satellite for synthetic EMAP star schema
Azure-Bootstrap - Utility for bootstrapping common Azure resources needed to store Terraform state, containers and configure build agents, used in CI.
FlowEHR-Data-Pot - fork or clone this repo. Example data pipeline.
FlowEHR - this a template repo so you create your own repo from the template and customise it to your institution.
Powershell-Scripts - allows VM Customisations of windows VMs
Data source deployments - can use Satellite for synthetic EMAP star schema
Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
- +Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
- +Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
-Let’s deploy your first FlowEHR App!
The first step is to pick a seedling. A seedling is a pre-built FlowEHR App template that you can use as a starting point for your own app. You can find a list of seedlings in the UCLH Foundry GitHub Org. Which you use largely depends on which frameworks you want, whether you’re building a dashboard, web API, model etc.
-If you have no strong preference at this point, the Dash Seedling is a good place to start for building a simple dashboard.
+The first step is to pick a seedling. A seedling is a pre-built FlowEHR App template that you can use as a starting point for your own app. You can find a list of seedlings in the UCLH Foundry GitHub Org. Which you use largely depends on which frameworks you want, whether you’re building a dashboard, web API, model etc.
+If you have no strong preference at this point, the Dash Seedling is a good place to start for building a simple dashboard.
Built for the NHS | 2022-2023
- +Models should not be deployed without a monitoring strategy. To this end, we provide a template that addresses data drift and model drift. These steps are in addition to the data testing that is built into the feature engineering pipeline.
+Models should not be deployed without a monitoring strategy. To this end, we provide a template that addresses data drift and model drift. These steps are in addition to the data testing that is built into the feature engineering pipeline.
Built for the NHS | 2022-2023
- +Built for the NHS | 2022-2023
-Built for the NHS | 2022-2023
- +Built for the NHS | 2022-2023
- +Built for the NHS | 2022-2023
-