The presented project's main scientific goal is to create a new type of affordable biometric monitoring device for immediate detection of heart disease, called ECG-Holter. The device's task will be to continuously monitor biometric signals on the human body, which will be evaluated in real-time. The evaluation of these signals will be performed using the designed optimal neural network, which will take place directly on the ECG-Holter.