From Code to Wrist: Developing Digital Biomarkers with CLAID!¶
Introduction¶
Welcome to the Workshop From Code to Wrist: Developing Digital Biomarkers with CLAID! During the next 3.5 hours, you will learn how to use CLAID to develop applications involving Machine Learning and Data Collection on mobile devices like Smartphones or Smartwatches. For demonstration purposes, we will provide you with a Smartwatch for the course of this workshop. Since CLAID is 100% open source, you will be able to apply what you have learned during this workshop to build your own Applications with CLAID in the future. After the workshop, we will also make any additional code, models and the workshop App publicly available.
Do not forget to check out the CLAID overview page to get a glance at CLAID's unique capabilities.
Workshop Objectives¶
By the end of this workshop, you will have learned how to configure CLAID running on a Smartwatch in order to setup data collection applications within minutes and deploy machine learning models. Specifically, this workshop has the following objectives:
- Learn how to reconfigure CLAID Applications using the CLAID Designer.
- Learn how to use CLAID Modules to stream and store data.
- Learn how to write your own CLAID Modules in Python and connect them with the Smartwatch.
- (Learn how to transfer your own CLAID Modules directly onto the Smartwatch to make a closed-loop application.)
Workshop Outline¶
The workshop is divided into four parts:
Part 0: Preparation
Installing CLAID and the CLAID Designer.
Part 1: Getting to know the CLAID Designer
This part covers the basics of CLAID, introduces the CLAID Designer.
Part 2: Data Streaming, Data Collection and Storage This part demonstrates to collect and store data from the Smartwatch by configuring data collection pipelines with the CLAID Designer.
Part 3: Data processing - Live Processing Data from the Smartwatch in Python In this Part, you will learn how you can create your own Modules to receive and process incoming data from the Smartwatch.
Part 4: Smartwatch Intervention - Deploying Machine Learning Models Building on the learnings of Parts 2 and 3, Part 4 covers how you can create CLAID Modules to integrate Machine Learning Models with the Smartwatch.