A person standing in front of a projector screen displaying interest rates and other financial information. The person appears to be giving a presentation or lecture in a classroom or office setting. A computer monitor and some papers are visible on a desk in the foreground.
A person standing in front of a projector screen displaying interest rates and other financial information. The person appears to be giving a presentation or lecture in a classroom or office setting. A computer monitor and some papers are visible on a desk in the foreground.

Federated learning model

Model Development

Developing a federated learning-based risk assessment system.

A person is interacting with a smartphone displaying financial data, while a laptop in the background shows various stock market indices. The hand is using a finger to navigate the smartphone. Both screens are filled with numbers and graphs related to market information, with the laptop displaying line charts.
A person is interacting with a smartphone displaying financial data, while a laptop in the background shows various stock market indices. The hand is using a finger to navigate the smartphone. Both screens are filled with numbers and graphs related to market information, with the laptop displaying line charts.
Data Collection

Gathering transaction data from financial institutions securely.

A person holds a smartphone displaying a financial or stock trading app, with detailed graphs and numerical data visible on the screen. In the background, there is a blurred computer monitor and office setting, suggesting a work environment.
A person holds a smartphone displaying a financial or stock trading app, with detailed graphs and numerical data visible on the screen. In the background, there is a blurred computer monitor and office setting, suggesting a work environment.
Model Training

Using decentralized data to train risk assessment models.

A golden Bitcoin coin is secured with a strong black padlock placed on top of a laptop keyboard with Russian layout. The image symbolizes security and protection in the context of digital currency.
A golden Bitcoin coin is secured with a strong black padlock placed on top of a laptop keyboard with Russian layout. The image symbolizes security and protection in the context of digital currency.
A laptop displaying a webpage titled 'Unlocking the Future of Finance with Ljubljana' is positioned on a wooden table. Surrounding the laptop are green plants, a stack of books, a black object, and a white mug with the word 'webflow' printed on it. The setting appears to be a comfortable workspace or home office.
A laptop displaying a webpage titled 'Unlocking the Future of Finance with Ljubljana' is positioned on a wooden table. Surrounding the laptop are green plants, a stack of books, a black object, and a white mug with the word 'webflow' printed on it. The setting appears to be a comfortable workspace or home office.
Model Validation

Testing model accuracy on cross-border payment datasets.

Case Studies

Applying model to assess known risks effectively.

woman wearing yellow long-sleeved dress under white clouds and blue sky during daytime

The federated learning model significantly improved our risk assessment accuracy while ensuring data privacy compliance.

Using this system has transformed our approach to risk management, providing reliable insights and maintaining security.