MLACCD is a Python-based software designed to assist in the creation of conformal cooling channels with desired topologies to minimize part surface temperature and improve part quality. Utilizing the TensorFlow library, it offers a user-friendly interface guiding users through the design process. Functions include:, - Mesh design of temperature variance minimized cooling channels with various structures based on user-defined cooling surfaces in .stl format., - Provision of control line data for simulation and research purposes., - A flexible and expandable machine learning design database to expedite simulations.