In traditional machining, it is essential to have a tool that possesses greater abrasiveness than the workpiece. This method, also referred to as conventional machining, involves the tool penetrating the workpiece to a specific depth. The shape of the workpiece is achieved through the relative movement between the tool and the workpiece. In contrast, non-traditional or non-conventional machining does not involve direct contact between the tool and the workpiece. In this paper, we employ the Taguchi-based design of experiments approach to enhance both the material removal rate (MRR) and surface roughness (SR). Among the various parameters, the discharge current (I) plays the most pivotal role in influencing MRR, surpassing the significance of other factors. By fine-tuning the discharge current (I) based on our analysis results, we can effectively improve MRR.