This project is aimed to apply hybrid intelligence approach, adaptive neuro-fuzzy inference system (ANFIS) to perform prediction of surface roughness. To achieve this goal, experimental work and formulation of prediction model is the core of this project. Experimental approach such as Taguchi DoE is carried out as well to study the relationship between the machining parameter and their effects on surface roughness.