AI Superior developed an advanced platform that utilizes deep learning algorithms to effectively detect and evaluate potholes and road damage in various types of roads. The app requires minimal human intervention and significantly enhances road maintenance and inspection efforts.
Empowering Cities with AI-Driven Pothole Detection and Road Damage Assessment
Technology
Computer Vision
Industry
Government
Potential industries
Governmental Organizations
Client
Governmental Organization
Summary
Challenge
The insurance company operating in a medical/health domain was facing the challenge of pricing policies development. For them, it was important to understand risks related to a particular patient and adjust pricing policy models accordingly. In turn, the customer was expecting to experience considerable savings.
Solution by AI Superior
We built an application based on a machine learning model to predict the probabilities of a particular disease according to many input features and parameters including medical history. For that, we trained a deep learning model that was effectively dealing with intrinsic challenges such as class im-balance. Additionally, we built a validation framework to objectively compare multiple approaches and ensure that the created model was significantly outperforming others.
Outcome and Implications
The developed Data Science solution significantly outperformed the baseline models relying on statistics. The model outcome was used to optimize pricing policy to increase revenue and better manage risks.