CVP Prototypes Skin Cancer Detector for Smartphones
Fairfax, Virginia, July 31, 2019 – CVP, a leading business and technology consulting company, unveiled a skin cancer detection application at Google Cloud’s 2019 Federal Healthcare Day. The application works on any iOS or Android smartphone, is over 85% accurate on an independent test data set, and is hosted in the Google Cloud.
Mobile apps have become ubiquitous and Artificial Intelligence (AI) is disrupting entire industries. As a new partner of Google Cloud, CVP wanted to evaluate its cloud computing services to quickly build a mobile app that used AI to help diagnose a complicated medical issue. “The experiment was a great success and serves as a blueprint for how we can quickly build sophisticated, AI-driven mobile apps for our clients,” said Cal Zemelman, CVP’s Director of Data Science & Engineering. “In two weeks, we were able to go from concept to an app on a device that had performance levels similar to a dermatologist performing the same task.”
To build the app, the company used:
- Automated machine learning as a service — Rather than spend weeks hand-coding and designing a complex neural network, CVP used an automated machine learning service that uses reinforcement learning to autonomously design a machine learning model. This cut the development time required from weeks to hours.
- Cloud computing — Instead of setting up dedicated servers to host the back-end for the application, CVP used something called “serverless computing” where they upload only code to the cloud and it is the cloud provider’s (e.g., Google, AWS) responsibility to run the servers, keep them patched, and scale them up in response to more activity. In a matter of hours, the system’s back-end was running in Google Cloud and costs were under a dollar per month to run.
Due to the FDA’s regulation which classifies apps that diagnose a disease as medical devices, CVP is unable to publicly release the app in the short-term, but the firm is looking into how this research can benefit the health industry in other ways.
CVP is a business and technology consulting company that helps organizations navigate disruption with innovative strategies and solutions and prepare for a culture of Continuous Change. It supports clients in the healthcare, national security, and public sectors, as well as private business, by enabling them to innovate faster and make decisions quicker. [ Read More ]