A method of forming a component by an electroforming process using an electroforming apparatus is presented. The electroforming apparatus includes an anode, a cathode and an electrolyte including a metal salt. The method includes receiving a set of training electroforming process parameters; training a machine learning algorithm based on at least a subset of the set of training electroforming process parameters; generating a set of updated operating electroforming parameters from the trained machine learning algorithm; and operating the electroforming apparatus based on the set of updated operating electroforming parameters. The step of operating the electroforming apparatus includes applying an electric current between the anode and the cathode in the presence of the electrolyte and depositing a plurality of metal layers on a cathode surface to form the component. A system of forming a component is also presented.