Our research aims to understanding emerging technologies as such, we have decided to investigate quantum computing. The goal is to understand the potential and the limitations of this new technology. Quantum classifier with tailored quantum kernel The theory of the quantum kernel-based binary classifier Quantum-enhanced analysis of discrete stochastic processes Compact quantum kernel-based binary classifier Quantum-inspired algorithm for direct multi-class classification Approximated quantum-state preparation with entanglement dependent complexity