This study aims to analyze the influence of machining parameters on surface roughness and to optimize the milling process using a machine learning approach. The machining process was conducted on AISI 1045 steel using the down milling method with a Minimum Quantity Lubrication (MQL) system based on coconut oil combined with Fe₃O₄ nanoparticles as a nano-cutting fluid. The machining paramete…