LCL filter complicates the design of a hybrid power filter (HPF) and improves the power quality (PQ) better over the conventional one. In this research work, extensive approaches have been proposed to deal with the power quality (PQ) issues. Apart from these, effective and cost-efficient solutions play an important role for making distribution healthy. This paper presents a study of HPF technique, where a generalised approach to developing a volt-age source inverter (VSI) by implementing Deep Learning (DL) algorithm to the circuit is proposed. Based on this approach, source current harmonics reduction, power factor correction in the source side, load compensation, regulation of load voltage and upholding constant voltage across the Dc-link capacitor of these two models’ results are achieved. Later on, the inductor and capacitor are effectively determined by means of mathematical analysis. Comparisons are then made between conventional and proposed HPF by considering the implementation procedure. Consequently, the HPF is realised as a best alternative for the PQ improvement over VSI using DL algorithm. Finally, the both topologies are ana-lysed using MATLAB/ Simulink with the help of Sim power system toolboxes.